Dataset statistics
| Number of variables | 73 |
|---|---|
| Number of observations | 1459 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 832.2 KiB |
| Average record size in memory | 584.1 B |
Variable types
| Numeric | 28 |
|---|---|
| Categorical | 44 |
| Boolean | 1 |
Basement_Height is highly overall correlated with Construction_Year and 5 other fields | High correlation |
Bedroom_Above_Grade is highly overall correlated with Grade_Living_Area and 2 other fields | High correlation |
BsmtFinSF1 is highly overall correlated with BsmtUnfSF | High correlation |
BsmtUnfSF is highly overall correlated with BsmtFinSF1 | High correlation |
Building_Class is highly overall correlated with Half_Bathroom_Above_Grade and 2 other fields | High correlation |
Construction_Year is highly overall correlated with Basement_Height and 5 other fields | High correlation |
Exterior1st is highly overall correlated with Exterior2nd | High correlation |
Exterior2nd is highly overall correlated with Exterior1st | High correlation |
Exterior_Material is highly overall correlated with Garage_Built_Year and 4 other fields | High correlation |
Fireplaces is highly overall correlated with Sale_Price | High correlation |
First_Floor_Area is highly overall correlated with Sale_Price and 1 other fields | High correlation |
Foundation_Type is highly overall correlated with Construction_Year and 2 other fields | High correlation |
Full_Bathroom_Above_Grade is highly overall correlated with Grade_Living_Area and 3 other fields | High correlation |
Garage_Built_Year is highly overall correlated with Basement_Height and 4 other fields | High correlation |
Garage_Condition is highly overall correlated with Garage_Quality | High correlation |
Garage_Finish_Year is highly overall correlated with Overall_Material and 1 other fields | High correlation |
Garage_Quality is highly overall correlated with Garage_Condition | High correlation |
Garage_Size is highly overall correlated with Grade_Living_Area and 2 other fields | High correlation |
Grade_Living_Area is highly overall correlated with Bedroom_Above_Grade and 6 other fields | High correlation |
Half_Bathroom_Above_Grade is highly overall correlated with Building_Class and 1 other fields | High correlation |
Heating_Quality is highly overall correlated with Remodel_Year | High correlation |
House_Design is highly overall correlated with Building_Class | High correlation |
House_Type is highly overall correlated with Building_Class | High correlation |
Kitchen_Quality is highly overall correlated with Exterior_Material and 3 other fields | High correlation |
Neighborhood is highly overall correlated with Basement_Height and 1 other fields | High correlation |
Overall_Material is highly overall correlated with Basement_Height and 9 other fields | High correlation |
Remodel_Year is highly overall correlated with Basement_Height and 8 other fields | High correlation |
Rooms_Above_Grade is highly overall correlated with Bedroom_Above_Grade and 4 other fields | High correlation |
Sale_Price is highly overall correlated with Basement_Height and 13 other fields | High correlation |
Second_Floor_Area is highly overall correlated with Bedroom_Above_Grade and 3 other fields | High correlation |
Total_Basement_Area is highly overall correlated with First_Floor_Area and 1 other fields | High correlation |
Zoning_Class is highly overall correlated with Neighborhood | High correlation |
Zoning_Class is highly imbalanced (56.9%) | Imbalance |
Road_Type is highly imbalanced (96.1%) | Imbalance |
Land_Outline is highly imbalanced (68.3%) | Imbalance |
Utility_Type is highly imbalanced (99.2%) | Imbalance |
Property_Slope is highly imbalanced (78.8%) | Imbalance |
Condition1 is highly imbalanced (71.7%) | Imbalance |
Condition2 is highly imbalanced (96.4%) | Imbalance |
House_Type is highly imbalanced (59.4%) | Imbalance |
Roof_Design is highly imbalanced (65.1%) | Imbalance |
Roof_Quality is highly imbalanced (94.4%) | Imbalance |
Exterior_Condition is highly imbalanced (72.8%) | Imbalance |
Basement_Condition is highly imbalanced (76.3%) | Imbalance |
BsmtFinType2 is highly imbalanced (70.8%) | Imbalance |
Heating_Type is highly imbalanced (92.6%) | Imbalance |
Air_Conditioning is highly imbalanced (65.3%) | Imbalance |
Electrical_System is highly imbalanced (78.2%) | Imbalance |
Underground_Half_Bathroom is highly imbalanced (79.7%) | Imbalance |
Kitchen_Above_Grade is highly imbalanced (85.7%) | Imbalance |
Functional_Rate is highly imbalanced (83.0%) | Imbalance |
Garage is highly imbalanced (53.1%) | Imbalance |
Garage_Quality is highly imbalanced (85.8%) | Imbalance |
Garage_Condition is highly imbalanced (88.1%) | Imbalance |
Pavedd_Drive is highly imbalanced (69.9%) | Imbalance |
Sale_Type is highly imbalanced (75.3%) | Imbalance |
Sale_Condition is highly imbalanced (62.5%) | Imbalance |
Miscellaneous_Value is highly skewed (γ1 = 24.46844101) | Skewed |
Garage_Area has unique values | Unique |
W_Deck_Area has unique values | Unique |
Open_Lobby_Area has unique values | Unique |
Enclosed_Lobby_Area has unique values | Unique |
Brick_Veneer_Area has 860 (58.9%) zeros | Zeros |
BsmtFinSF1 has 467 (32.0%) zeros | Zeros |
BsmtFinSF2 has 1293 (88.6%) zeros | Zeros |
BsmtUnfSF has 118 (8.1%) zeros | Zeros |
Total_Basement_Area has 37 (2.5%) zeros | Zeros |
Second_Floor_Area has 828 (56.8%) zeros | Zeros |
LowQualFinSF has 1433 (98.2%) zeros | Zeros |
Three_Season_Lobby_Area has 1435 (98.4%) zeros | Zeros |
Screen_Lobby_Area has 1343 (92.0%) zeros | Zeros |
Pool_Area has 1452 (99.5%) zeros | Zeros |
Miscellaneous_Value has 1407 (96.4%) zeros | Zeros |
Reproduction
| Analysis started | 2024-07-11 03:18:40.881485 |
|---|---|
| Analysis finished | 2024-07-11 03:22:51.834127 |
| Duration | 4 minutes and 10.95 seconds |
| Software version | ydata-profiling v4.8.3 |
| Download configuration | config.json |
Building_Class
Real number (ℝ)
HIGH CORRELATION
| Distinct | 15 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 56.92255 |
| Minimum | 20 |
|---|---|
| Maximum | 190 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 20 |
| median | 50 |
| Q3 | 70 |
| 95-th percentile | 160 |
| Maximum | 190 |
| Range | 170 |
| Interquartile range (IQR) | 50 |
Descriptive statistics
| Standard deviation | 42.304033 |
|---|---|
| Coefficient of variation (CV) | 0.74318583 |
| Kurtosis | 1.5780661 |
| Mean | 56.92255 |
| Median Absolute Deviation (MAD) | 30 |
| Skewness | 1.4069376 |
| Sum | 83050 |
| Variance | 1789.6312 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 20 | 535 | |
| 60 | 299 | |
| 50 | 144 | 9.9% |
| 120 | 87 | 6.0% |
| 30 | 69 | 4.7% |
| 160 | 63 | 4.3% |
| 70 | 60 | 4.1% |
| 80 | 58 | 4.0% |
| 90 | 52 | 3.6% |
| 190 | 30 | 2.1% |
| Other values (5) | 62 | 4.2% |
| Value | Count | Frequency (%) |
| 20 | 535 | |
| 30 | 69 | 4.7% |
| 40 | 4 | 0.3% |
| 45 | 12 | 0.8% |
| 50 | 144 | 9.9% |
| 60 | 299 | |
| 70 | 60 | 4.1% |
| 75 | 16 | 1.1% |
| 80 | 58 | 4.0% |
| 85 | 20 | 1.4% |
| Value | Count | Frequency (%) |
| 190 | 30 | 2.1% |
| 180 | 10 | 0.7% |
| 160 | 63 | 4.3% |
| 120 | 87 | 6.0% |
| 90 | 52 | 3.6% |
| 85 | 20 | 1.4% |
| 80 | 58 | 4.0% |
| 75 | 16 | 1.1% |
| 70 | 60 | 4.1% |
| 60 | 299 |
Zoning_Class
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| RLD | |
|---|---|
| RMD | |
| FVR | 65 |
| RHD | 16 |
| Commer | 10 |
Length
| Max length | 6 |
|---|---|
| Median length | 3 |
| Mean length | 3.020562 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4407 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | RLD |
|---|---|
| 2nd row | RLD |
| 3rd row | RLD |
| 4th row | RLD |
| 5th row | RLD |
Common Values
| Value | Count | Frequency (%) |
| RLD | 1150 | |
| RMD | 218 | 14.9% |
| FVR | 65 | 4.5% |
| RHD | 16 | 1.1% |
| Commer | 10 | 0.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| rld | 1150 | |
| rmd | 218 | 14.9% |
| fvr | 65 | 4.5% |
| rhd | 16 | 1.1% |
| commer | 10 | 0.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| R | 1449 | |
| D | 1384 | |
| L | 1150 | |
| M | 218 | 4.9% |
| F | 65 | 1.5% |
| V | 65 | 1.5% |
| m | 20 | 0.5% |
| H | 16 | 0.4% |
| C | 10 | 0.2% |
| o | 10 | 0.2% |
| Other values (2) | 20 | 0.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4407 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| R | 1449 | |
| D | 1384 | |
| L | 1150 | |
| M | 218 | 4.9% |
| F | 65 | 1.5% |
| V | 65 | 1.5% |
| m | 20 | 0.5% |
| H | 16 | 0.4% |
| C | 10 | 0.2% |
| o | 10 | 0.2% |
| Other values (2) | 20 | 0.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4407 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| R | 1449 | |
| D | 1384 | |
| L | 1150 | |
| M | 218 | 4.9% |
| F | 65 | 1.5% |
| V | 65 | 1.5% |
| m | 20 | 0.5% |
| H | 16 | 0.4% |
| C | 10 | 0.2% |
| o | 10 | 0.2% |
| Other values (2) | 20 | 0.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4407 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| R | 1449 | |
| D | 1384 | |
| L | 1150 | |
| M | 218 | 4.9% |
| F | 65 | 1.5% |
| V | 65 | 1.5% |
| m | 20 | 0.5% |
| H | 16 | 0.4% |
| C | 10 | 0.2% |
| o | 10 | 0.2% |
| Other values (2) | 20 | 0.5% |
Lot_Size
Real number (ℝ)
| Distinct | 1073 |
|---|---|
| Distinct (%) | 73.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10517.225 |
| Minimum | 1300 |
|---|---|
| Maximum | 215245 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1300 |
|---|---|
| 5-th percentile | 3307.4 |
| Q1 | 7549 |
| median | 9477 |
| Q3 | 11603 |
| 95-th percentile | 17402.3 |
| Maximum | 215245 |
| Range | 213945 |
| Interquartile range (IQR) | 4054 |
Descriptive statistics
| Standard deviation | 9984.6757 |
|---|---|
| Coefficient of variation (CV) | 0.94936404 |
| Kurtosis | 203.10149 |
| Mean | 10517.225 |
| Median Absolute Deviation (MAD) | 2001 |
| Skewness | 12.203438 |
| Sum | 15344632 |
| Variance | 99693749 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7200 | 25 | 1.7% |
| 9600 | 24 | 1.6% |
| 6000 | 17 | 1.2% |
| 8400 | 14 | 1.0% |
| 10800 | 14 | 1.0% |
| 9000 | 14 | 1.0% |
| 1680 | 10 | 0.7% |
| 7500 | 9 | 0.6% |
| 8125 | 8 | 0.5% |
| 6240 | 8 | 0.5% |
| Other values (1063) | 1316 |
| Value | Count | Frequency (%) |
| 1300 | 1 | 0.1% |
| 1477 | 1 | 0.1% |
| 1491 | 1 | 0.1% |
| 1526 | 1 | 0.1% |
| 1533 | 2 | 0.1% |
| 1596 | 1 | 0.1% |
| 1680 | 10 | |
| 1869 | 1 | 0.1% |
| 1890 | 2 | 0.1% |
| 1920 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 215245 | 1 | |
| 164660 | 1 | |
| 159000 | 1 | |
| 115149 | 1 | |
| 70761 | 1 | |
| 63887 | 1 | |
| 57200 | 1 | |
| 53504 | 1 | |
| 53227 | 1 | |
| 53107 | 1 |
Road_Type
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| Paved | |
|---|---|
| Gravel | 6 |
Length
| Max length | 6 |
|---|---|
| Median length | 5 |
| Mean length | 5.0041124 |
| Min length | 5 |
Characters and Unicode
| Total characters | 7301 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Paved |
|---|---|
| 2nd row | Paved |
| 3rd row | Paved |
| 4th row | Paved |
| 5th row | Paved |
Common Values
| Value | Count | Frequency (%) |
| Paved | 1453 | |
| Gravel | 6 | 0.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| paved | 1453 | |
| gravel | 6 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 1459 | |
| v | 1459 | |
| e | 1459 | |
| P | 1453 | |
| d | 1453 | |
| G | 6 | 0.1% |
| r | 6 | 0.1% |
| l | 6 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7301 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 1459 | |
| v | 1459 | |
| e | 1459 | |
| P | 1453 | |
| d | 1453 | |
| G | 6 | 0.1% |
| r | 6 | 0.1% |
| l | 6 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7301 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 1459 | |
| v | 1459 | |
| e | 1459 | |
| P | 1453 | |
| d | 1453 | |
| G | 6 | 0.1% |
| r | 6 | 0.1% |
| l | 6 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7301 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 1459 | |
| v | 1459 | |
| e | 1459 | |
| P | 1453 | |
| d | 1453 | |
| G | 6 | 0.1% |
| r | 6 | 0.1% |
| l | 6 | 0.1% |
Property_Shape
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| Reg | |
|---|---|
| IR1 | |
| IR2 | 41 |
| IR3 | 10 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4377 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Reg |
|---|---|
| 2nd row | Reg |
| 3rd row | IR1 |
| 4th row | IR1 |
| 5th row | IR1 |
Common Values
| Value | Count | Frequency (%) |
| Reg | 924 | |
| IR1 | 484 | |
| IR2 | 41 | 2.8% |
| IR3 | 10 | 0.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| reg | 924 | |
| ir1 | 484 | |
| ir2 | 41 | 2.8% |
| ir3 | 10 | 0.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| R | 1459 | |
| e | 924 | |
| g | 924 | |
| I | 535 | 12.2% |
| 1 | 484 | 11.1% |
| 2 | 41 | 0.9% |
| 3 | 10 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4377 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| R | 1459 | |
| e | 924 | |
| g | 924 | |
| I | 535 | 12.2% |
| 1 | 484 | 11.1% |
| 2 | 41 | 0.9% |
| 3 | 10 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4377 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| R | 1459 | |
| e | 924 | |
| g | 924 | |
| I | 535 | 12.2% |
| 1 | 484 | 11.1% |
| 2 | 41 | 0.9% |
| 3 | 10 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4377 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| R | 1459 | |
| e | 924 | |
| g | 924 | |
| I | 535 | 12.2% |
| 1 | 484 | 11.1% |
| 2 | 41 | 0.9% |
| 3 | 10 | 0.2% |
Land_Outline
Categorical
IMBALANCE
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| Lvl | |
|---|---|
| Bnk | 63 |
| HLS | 50 |
| Low | 36 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4377 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Lvl |
|---|---|
| 2nd row | Lvl |
| 3rd row | Lvl |
| 4th row | Lvl |
| 5th row | Lvl |
Common Values
| Value | Count | Frequency (%) |
| Lvl | 1310 | |
| Bnk | 63 | 4.3% |
| HLS | 50 | 3.4% |
| Low | 36 | 2.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| lvl | 1310 | |
| bnk | 63 | 4.3% |
| hls | 50 | 3.4% |
| low | 36 | 2.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| L | 1396 | |
| v | 1310 | |
| l | 1310 | |
| B | 63 | 1.4% |
| n | 63 | 1.4% |
| k | 63 | 1.4% |
| H | 50 | 1.1% |
| S | 50 | 1.1% |
| o | 36 | 0.8% |
| w | 36 | 0.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4377 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| L | 1396 | |
| v | 1310 | |
| l | 1310 | |
| B | 63 | 1.4% |
| n | 63 | 1.4% |
| k | 63 | 1.4% |
| H | 50 | 1.1% |
| S | 50 | 1.1% |
| o | 36 | 0.8% |
| w | 36 | 0.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4377 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| L | 1396 | |
| v | 1310 | |
| l | 1310 | |
| B | 63 | 1.4% |
| n | 63 | 1.4% |
| k | 63 | 1.4% |
| H | 50 | 1.1% |
| S | 50 | 1.1% |
| o | 36 | 0.8% |
| w | 36 | 0.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4377 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| L | 1396 | |
| v | 1310 | |
| l | 1310 | |
| B | 63 | 1.4% |
| n | 63 | 1.4% |
| k | 63 | 1.4% |
| H | 50 | 1.1% |
| S | 50 | 1.1% |
| o | 36 | 0.8% |
| w | 36 | 0.8% |
Utility_Type
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| AllPub | |
|---|---|
| NoSeWa | 1 |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Characters and Unicode
| Total characters | 8754 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | AllPub |
|---|---|
| 2nd row | AllPub |
| 3rd row | AllPub |
| 4th row | AllPub |
| 5th row | AllPub |
Common Values
| Value | Count | Frequency (%) |
| AllPub | 1458 | |
| NoSeWa | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| allpub | 1458 | |
| nosewa | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 2916 | |
| A | 1458 | |
| P | 1458 | |
| u | 1458 | |
| b | 1458 | |
| N | 1 | < 0.1% |
| o | 1 | < 0.1% |
| S | 1 | < 0.1% |
| e | 1 | < 0.1% |
| W | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8754 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| l | 2916 | |
| A | 1458 | |
| P | 1458 | |
| u | 1458 | |
| b | 1458 | |
| N | 1 | < 0.1% |
| o | 1 | < 0.1% |
| S | 1 | < 0.1% |
| e | 1 | < 0.1% |
| W | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8754 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| l | 2916 | |
| A | 1458 | |
| P | 1458 | |
| u | 1458 | |
| b | 1458 | |
| N | 1 | < 0.1% |
| o | 1 | < 0.1% |
| S | 1 | < 0.1% |
| e | 1 | < 0.1% |
| W | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8754 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| l | 2916 | |
| A | 1458 | |
| P | 1458 | |
| u | 1458 | |
| b | 1458 | |
| N | 1 | < 0.1% |
| o | 1 | < 0.1% |
| S | 1 | < 0.1% |
| e | 1 | < 0.1% |
| W | 1 | < 0.1% |
Lot_Configuration
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| I | |
|---|---|
| C | |
| CulDSac | 94 |
| FR2P | 47 |
| FR3P | 4 |
Length
| Max length | 7 |
|---|---|
| Median length | 1 |
| Mean length | 1.4914325 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2176 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | I |
|---|---|
| 2nd row | FR2P |
| 3rd row | I |
| 4th row | C |
| 5th row | FR2P |
Common Values
| Value | Count | Frequency (%) |
| I | 1051 | |
| C | 263 | 18.0% |
| CulDSac | 94 | 6.4% |
| FR2P | 47 | 3.2% |
| FR3P | 4 | 0.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| i | 1051 | |
| c | 263 | 18.0% |
| culdsac | 94 | 6.4% |
| fr2p | 47 | 3.2% |
| fr3p | 4 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| I | 1051 | |
| C | 357 | 16.4% |
| u | 94 | 4.3% |
| l | 94 | 4.3% |
| D | 94 | 4.3% |
| S | 94 | 4.3% |
| a | 94 | 4.3% |
| c | 94 | 4.3% |
| F | 51 | 2.3% |
| R | 51 | 2.3% |
| Other values (3) | 102 | 4.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2176 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| I | 1051 | |
| C | 357 | 16.4% |
| u | 94 | 4.3% |
| l | 94 | 4.3% |
| D | 94 | 4.3% |
| S | 94 | 4.3% |
| a | 94 | 4.3% |
| c | 94 | 4.3% |
| F | 51 | 2.3% |
| R | 51 | 2.3% |
| Other values (3) | 102 | 4.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2176 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| I | 1051 | |
| C | 357 | 16.4% |
| u | 94 | 4.3% |
| l | 94 | 4.3% |
| D | 94 | 4.3% |
| S | 94 | 4.3% |
| a | 94 | 4.3% |
| c | 94 | 4.3% |
| F | 51 | 2.3% |
| R | 51 | 2.3% |
| Other values (3) | 102 | 4.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2176 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| I | 1051 | |
| C | 357 | 16.4% |
| u | 94 | 4.3% |
| l | 94 | 4.3% |
| D | 94 | 4.3% |
| S | 94 | 4.3% |
| a | 94 | 4.3% |
| c | 94 | 4.3% |
| F | 51 | 2.3% |
| R | 51 | 2.3% |
| Other values (3) | 102 | 4.7% |
Property_Slope
Categorical
IMBALANCE
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| GS | |
|---|---|
| MS | 65 |
| SS | 13 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 2918 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | GS |
|---|---|
| 2nd row | GS |
| 3rd row | GS |
| 4th row | GS |
| 5th row | GS |
Common Values
| Value | Count | Frequency (%) |
| GS | 1381 | |
| MS | 65 | 4.5% |
| SS | 13 | 0.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| gs | 1381 | |
| ms | 65 | 4.5% |
| ss | 13 | 0.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 1472 | |
| G | 1381 | |
| M | 65 | 2.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2918 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| S | 1472 | |
| G | 1381 | |
| M | 65 | 2.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2918 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| S | 1472 | |
| G | 1381 | |
| M | 65 | 2.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2918 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| S | 1472 | |
| G | 1381 | |
| M | 65 | 2.2% |
Neighborhood
Categorical
HIGH CORRELATION
| Distinct | 25 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| NAmes | |
|---|---|
| CollgCr | |
| OldTown | |
| Edwards | |
| Somerst | |
| Other values (20) |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.4941741 |
| Min length | 5 |
Characters and Unicode
| Total characters | 9475 |
|---|---|
| Distinct characters | 38 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | CollgCr |
|---|---|
| 2nd row | Veenker |
| 3rd row | CollgCr |
| 4th row | Crawfor |
| 5th row | NoRidge |
Common Values
| Value | Count | Frequency (%) |
| NAmes | 225 | |
| CollgCr | 150 | 10.3% |
| OldTown | 113 | 7.7% |
| Edwards | 99 | 6.8% |
| Somerst | 86 | 5.9% |
| Gilbert | 79 | 5.4% |
| NridgHt | 77 | 5.3% |
| Sawyer | 74 | 5.1% |
| NWAmes | 73 | 5.0% |
| SawyerW | 59 | 4.0% |
| Other values (15) | 424 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| names | 225 | |
| collgcr | 150 | 10.3% |
| oldtown | 113 | 7.7% |
| edwards | 99 | 6.8% |
| somerst | 86 | 5.9% |
| gilbert | 79 | 5.4% |
| nridght | 77 | 5.3% |
| sawyer | 74 | 5.1% |
| nwames | 73 | 5.0% |
| sawyerw | 59 | 4.0% |
| Other values (15) | 424 |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 930 | 9.8% |
| e | 905 | 9.6% |
| l | 622 | 6.6% |
| d | 504 | 5.3% |
| s | 485 | 5.1% |
| o | 483 | 5.1% |
| m | 439 | 4.6% |
| N | 425 | 4.5% |
| w | 413 | 4.4% |
| C | 407 | 4.3% |
| Other values (28) | 3862 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 9475 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 930 | 9.8% |
| e | 905 | 9.6% |
| l | 622 | 6.6% |
| d | 504 | 5.3% |
| s | 485 | 5.1% |
| o | 483 | 5.1% |
| m | 439 | 4.6% |
| N | 425 | 4.5% |
| w | 413 | 4.4% |
| C | 407 | 4.3% |
| Other values (28) | 3862 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 9475 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 930 | 9.8% |
| e | 905 | 9.6% |
| l | 622 | 6.6% |
| d | 504 | 5.3% |
| s | 485 | 5.1% |
| o | 483 | 5.1% |
| m | 439 | 4.6% |
| N | 425 | 4.5% |
| w | 413 | 4.4% |
| C | 407 | 4.3% |
| Other values (28) | 3862 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 9475 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 930 | 9.8% |
| e | 905 | 9.6% |
| l | 622 | 6.6% |
| d | 504 | 5.3% |
| s | 485 | 5.1% |
| o | 483 | 5.1% |
| m | 439 | 4.6% |
| N | 425 | 4.5% |
| w | 413 | 4.4% |
| C | 407 | 4.3% |
| Other values (28) | 3862 |
Condition1
Categorical
IMBALANCE
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| Norm | |
|---|---|
| Feedr | 81 |
| Artery | 48 |
| RRAn | 26 |
| PosN | 19 |
| Other values (4) | 26 |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.121316 |
| Min length | 4 |
Characters and Unicode
| Total characters | 6013 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Norm |
|---|---|
| 2nd row | Feedr |
| 3rd row | Norm |
| 4th row | Norm |
| 5th row | Norm |
Common Values
| Value | Count | Frequency (%) |
| Norm | 1259 | |
| Feedr | 81 | 5.6% |
| Artery | 48 | 3.3% |
| RRAn | 26 | 1.8% |
| PosN | 19 | 1.3% |
| RRAe | 11 | 0.8% |
| PosA | 8 | 0.5% |
| RRNn | 5 | 0.3% |
| RRNe | 2 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| norm | 1259 | |
| feedr | 81 | 5.6% |
| artery | 48 | 3.3% |
| rran | 26 | 1.8% |
| posn | 19 | 1.3% |
| rrae | 11 | 0.8% |
| posa | 8 | 0.5% |
| rrnn | 5 | 0.3% |
| rrne | 2 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 1436 | |
| o | 1286 | |
| N | 1285 | |
| m | 1259 | |
| e | 223 | 3.7% |
| A | 93 | 1.5% |
| R | 88 | 1.5% |
| F | 81 | 1.3% |
| d | 81 | 1.3% |
| t | 48 | 0.8% |
| Other values (4) | 133 | 2.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 6013 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 1436 | |
| o | 1286 | |
| N | 1285 | |
| m | 1259 | |
| e | 223 | 3.7% |
| A | 93 | 1.5% |
| R | 88 | 1.5% |
| F | 81 | 1.3% |
| d | 81 | 1.3% |
| t | 48 | 0.8% |
| Other values (4) | 133 | 2.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 6013 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 1436 | |
| o | 1286 | |
| N | 1285 | |
| m | 1259 | |
| e | 223 | 3.7% |
| A | 93 | 1.5% |
| R | 88 | 1.5% |
| F | 81 | 1.3% |
| d | 81 | 1.3% |
| t | 48 | 0.8% |
| Other values (4) | 133 | 2.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 6013 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 1436 | |
| o | 1286 | |
| N | 1285 | |
| m | 1259 | |
| e | 223 | 3.7% |
| A | 93 | 1.5% |
| R | 88 | 1.5% |
| F | 81 | 1.3% |
| d | 81 | 1.3% |
| t | 48 | 0.8% |
| Other values (4) | 133 | 2.2% |
Condition2
Categorical
IMBALANCE
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| Norm | |
|---|---|
| Feedr | 6 |
| Artery | 2 |
| RRNn | 2 |
| PosN | 2 |
| Other values (3) | 3 |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.006854 |
| Min length | 4 |
Characters and Unicode
| Total characters | 5846 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 3 ? |
|---|---|
| Unique (%) | 0.2% |
Sample
| 1st row | Norm |
|---|---|
| 2nd row | Norm |
| 3rd row | Norm |
| 4th row | Norm |
| 5th row | Norm |
Common Values
| Value | Count | Frequency (%) |
| Norm | 1444 | |
| Feedr | 6 | 0.4% |
| Artery | 2 | 0.1% |
| RRNn | 2 | 0.1% |
| PosN | 2 | 0.1% |
| PosA | 1 | 0.1% |
| RRAn | 1 | 0.1% |
| RRAe | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| norm | 1444 | |
| feedr | 6 | 0.4% |
| artery | 2 | 0.1% |
| rrnn | 2 | 0.1% |
| posn | 2 | 0.1% |
| posa | 1 | 0.1% |
| rran | 1 | 0.1% |
| rrae | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 1454 | |
| N | 1448 | |
| o | 1447 | |
| m | 1444 | |
| e | 15 | 0.3% |
| R | 8 | 0.1% |
| F | 6 | 0.1% |
| d | 6 | 0.1% |
| A | 5 | 0.1% |
| n | 3 | 0.1% |
| Other values (4) | 10 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5846 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 1454 | |
| N | 1448 | |
| o | 1447 | |
| m | 1444 | |
| e | 15 | 0.3% |
| R | 8 | 0.1% |
| F | 6 | 0.1% |
| d | 6 | 0.1% |
| A | 5 | 0.1% |
| n | 3 | 0.1% |
| Other values (4) | 10 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5846 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 1454 | |
| N | 1448 | |
| o | 1447 | |
| m | 1444 | |
| e | 15 | 0.3% |
| R | 8 | 0.1% |
| F | 6 | 0.1% |
| d | 6 | 0.1% |
| A | 5 | 0.1% |
| n | 3 | 0.1% |
| Other values (4) | 10 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5846 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 1454 | |
| N | 1448 | |
| o | 1447 | |
| m | 1444 | |
| e | 15 | 0.3% |
| R | 8 | 0.1% |
| F | 6 | 0.1% |
| d | 6 | 0.1% |
| A | 5 | 0.1% |
| n | 3 | 0.1% |
| Other values (4) | 10 | 0.2% |
House_Type
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 1Fam | |
|---|---|
| TwnhsE | 114 |
| Duplex | 52 |
| Twnhs | 43 |
| 2fmCon | 31 |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.2995202 |
| Min length | 4 |
Characters and Unicode
| Total characters | 6273 |
|---|---|
| Distinct characters | 20 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1Fam |
|---|---|
| 2nd row | 1Fam |
| 3rd row | 1Fam |
| 4th row | 1Fam |
| 5th row | 1Fam |
Common Values
| Value | Count | Frequency (%) |
| 1Fam | 1219 | |
| TwnhsE | 114 | 7.8% |
| Duplex | 52 | 3.6% |
| Twnhs | 43 | 2.9% |
| 2fmCon | 31 | 2.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1fam | 1219 | |
| twnhse | 114 | 7.8% |
| duplex | 52 | 3.6% |
| twnhs | 43 | 2.9% |
| 2fmcon | 31 | 2.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| m | 1250 | |
| 1 | 1219 | |
| a | 1219 | |
| F | 1219 | |
| n | 188 | 3.0% |
| T | 157 | 2.5% |
| w | 157 | 2.5% |
| h | 157 | 2.5% |
| s | 157 | 2.5% |
| E | 114 | 1.8% |
| Other values (10) | 436 | 7.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 6273 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| m | 1250 | |
| 1 | 1219 | |
| a | 1219 | |
| F | 1219 | |
| n | 188 | 3.0% |
| T | 157 | 2.5% |
| w | 157 | 2.5% |
| h | 157 | 2.5% |
| s | 157 | 2.5% |
| E | 114 | 1.8% |
| Other values (10) | 436 | 7.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 6273 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| m | 1250 | |
| 1 | 1219 | |
| a | 1219 | |
| F | 1219 | |
| n | 188 | 3.0% |
| T | 157 | 2.5% |
| w | 157 | 2.5% |
| h | 157 | 2.5% |
| s | 157 | 2.5% |
| E | 114 | 1.8% |
| Other values (10) | 436 | 7.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 6273 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| m | 1250 | |
| 1 | 1219 | |
| a | 1219 | |
| F | 1219 | |
| n | 188 | 3.0% |
| T | 157 | 2.5% |
| w | 157 | 2.5% |
| h | 157 | 2.5% |
| s | 157 | 2.5% |
| E | 114 | 1.8% |
| Other values (10) | 436 | 7.0% |
House_Design
Categorical
HIGH CORRELATION
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 1Story | |
|---|---|
| 2Story | |
| 1.5Fin | |
| SLvl | 65 |
| SFoyer | 37 |
| Other values (3) | 33 |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.9108979 |
| Min length | 4 |
Characters and Unicode
| Total characters | 8624 |
|---|---|
| Distinct characters | 18 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2Story |
|---|---|
| 2nd row | 1Story |
| 3rd row | 2Story |
| 4th row | 2Story |
| 5th row | 2Story |
Common Values
| Value | Count | Frequency (%) |
| 1Story | 725 | |
| 2Story | 445 | |
| 1.5Fin | 154 | 10.6% |
| SLvl | 65 | 4.5% |
| SFoyer | 37 | 2.5% |
| 1.5Unf | 14 | 1.0% |
| 2.5Unf | 11 | 0.8% |
| 2.5Fin | 8 | 0.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1story | 725 | |
| 2story | 445 | |
| 1.5fin | 154 | 10.6% |
| slvl | 65 | 4.5% |
| sfoyer | 37 | 2.5% |
| 1.5unf | 14 | 1.0% |
| 2.5unf | 11 | 0.8% |
| 2.5fin | 8 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 1272 | |
| o | 1207 | |
| r | 1207 | |
| y | 1207 | |
| t | 1170 | |
| 1 | 893 | |
| 2 | 464 | 5.4% |
| F | 199 | 2.3% |
| 5 | 187 | 2.2% |
| . | 187 | 2.2% |
| Other values (8) | 631 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8624 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| S | 1272 | |
| o | 1207 | |
| r | 1207 | |
| y | 1207 | |
| t | 1170 | |
| 1 | 893 | |
| 2 | 464 | 5.4% |
| F | 199 | 2.3% |
| 5 | 187 | 2.2% |
| . | 187 | 2.2% |
| Other values (8) | 631 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8624 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| S | 1272 | |
| o | 1207 | |
| r | 1207 | |
| y | 1207 | |
| t | 1170 | |
| 1 | 893 | |
| 2 | 464 | 5.4% |
| F | 199 | 2.3% |
| 5 | 187 | 2.2% |
| . | 187 | 2.2% |
| Other values (8) | 631 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8624 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| S | 1272 | |
| o | 1207 | |
| r | 1207 | |
| y | 1207 | |
| t | 1170 | |
| 1 | 893 | |
| 2 | 464 | 5.4% |
| F | 199 | 2.3% |
| 5 | 187 | 2.2% |
| . | 187 | 2.2% |
| Other values (8) | 631 |
Overall_Material
Real number (ℝ)
HIGH CORRELATION
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.1000685 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5 |
| median | 6 |
| Q3 | 7 |
| 95-th percentile | 8 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.3831709 |
|---|---|
| Coefficient of variation (CV) | 0.22674679 |
| Kurtosis | 0.096111778 |
| Mean | 6.1000685 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.21571916 |
| Sum | 8900 |
| Variance | 1.9131619 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 5 | 396 | |
| 6 | 374 | |
| 7 | 319 | |
| 8 | 168 | |
| 4 | 116 | 8.0% |
| 9 | 43 | 2.9% |
| 3 | 20 | 1.4% |
| 10 | 18 | 1.2% |
| 2 | 3 | 0.2% |
| 1 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 2 | 0.1% |
| 2 | 3 | 0.2% |
| 3 | 20 | 1.4% |
| 4 | 116 | 8.0% |
| 5 | 396 | |
| 6 | 374 | |
| 7 | 319 | |
| 8 | 168 | |
| 9 | 43 | 2.9% |
| 10 | 18 | 1.2% |
| Value | Count | Frequency (%) |
| 10 | 18 | 1.2% |
| 9 | 43 | 2.9% |
| 8 | 168 | |
| 7 | 319 | |
| 6 | 374 | |
| 5 | 396 | |
| 4 | 116 | 8.0% |
| 3 | 20 | 1.4% |
| 2 | 3 | 0.2% |
| 1 | 2 | 0.1% |
House_Condition
Real number (ℝ)
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.5750514 |
| Minimum | 1 |
|---|---|
| Maximum | 9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5 |
| median | 5 |
| Q3 | 6 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1131253 |
|---|---|
| Coefficient of variation (CV) | 0.19966189 |
| Kurtosis | 1.1051357 |
| Mean | 5.5750514 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.69368177 |
| Sum | 8134 |
| Variance | 1.2390479 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 5 | 821 | |
| 6 | 251 | 17.2% |
| 7 | 205 | 14.1% |
| 8 | 72 | 4.9% |
| 4 | 57 | 3.9% |
| 3 | 25 | 1.7% |
| 9 | 22 | 1.5% |
| 2 | 5 | 0.3% |
| 1 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 1 | 0.1% |
| 2 | 5 | 0.3% |
| 3 | 25 | 1.7% |
| 4 | 57 | 3.9% |
| 5 | 821 | |
| 6 | 251 | 17.2% |
| 7 | 205 | 14.1% |
| 8 | 72 | 4.9% |
| 9 | 22 | 1.5% |
| Value | Count | Frequency (%) |
| 9 | 22 | 1.5% |
| 8 | 72 | 4.9% |
| 7 | 205 | 14.1% |
| 6 | 251 | 17.2% |
| 5 | 821 | |
| 4 | 57 | 3.9% |
| 3 | 25 | 1.7% |
| 2 | 5 | 0.3% |
| 1 | 1 | 0.1% |
Construction_Year
Real number (ℝ)
HIGH CORRELATION
| Distinct | 112 |
|---|---|
| Distinct (%) | 7.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1971.2721 |
| Minimum | 1872 |
|---|---|
| Maximum | 2010 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1872 |
|---|---|
| 5-th percentile | 1916 |
| Q1 | 1954 |
| median | 1973 |
| Q3 | 2000 |
| 95-th percentile | 2007 |
| Maximum | 2010 |
| Range | 138 |
| Interquartile range (IQR) | 46 |
Descriptive statistics
| Standard deviation | 30.212814 |
|---|---|
| Coefficient of variation (CV) | 0.015326557 |
| Kurtosis | -0.44080798 |
| Mean | 1971.2721 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | -0.61369968 |
| Sum | 2876086 |
| Variance | 912.81411 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2006 | 67 | 4.6% |
| 2005 | 64 | 4.4% |
| 2004 | 54 | 3.7% |
| 2007 | 49 | 3.4% |
| 2003 | 45 | 3.1% |
| 1976 | 33 | 2.3% |
| 1977 | 32 | 2.2% |
| 1920 | 30 | 2.1% |
| 1959 | 26 | 1.8% |
| 1998 | 25 | 1.7% |
| Other values (102) | 1034 |
| Value | Count | Frequency (%) |
| 1872 | 1 | 0.1% |
| 1875 | 1 | 0.1% |
| 1880 | 4 | 0.3% |
| 1882 | 1 | 0.1% |
| 1885 | 2 | 0.1% |
| 1890 | 2 | 0.1% |
| 1892 | 2 | 0.1% |
| 1893 | 1 | 0.1% |
| 1898 | 1 | 0.1% |
| 1900 | 10 |
| Value | Count | Frequency (%) |
| 2010 | 1 | 0.1% |
| 2009 | 18 | 1.2% |
| 2008 | 23 | 1.6% |
| 2007 | 49 | |
| 2006 | 67 | |
| 2005 | 64 | |
| 2004 | 54 | |
| 2003 | 45 | |
| 2002 | 23 | 1.6% |
| 2001 | 20 | 1.4% |
Remodel_Year
Real number (ℝ)
HIGH CORRELATION
| Distinct | 61 |
|---|---|
| Distinct (%) | 4.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1984.8794 |
| Minimum | 1950 |
|---|---|
| Maximum | 2010 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1950 |
|---|---|
| 5-th percentile | 1950 |
| Q1 | 1967 |
| median | 1994 |
| Q3 | 2004 |
| 95-th percentile | 2007 |
| Maximum | 2010 |
| Range | 60 |
| Interquartile range (IQR) | 37 |
Descriptive statistics
| Standard deviation | 20.645927 |
|---|---|
| Coefficient of variation (CV) | 0.010401603 |
| Kurtosis | -1.2704866 |
| Mean | 1984.8794 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.50523913 |
| Sum | 2895939 |
| Variance | 426.2543 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1950 | 178 | 12.2% |
| 2006 | 97 | 6.6% |
| 2007 | 76 | 5.2% |
| 2005 | 73 | 5.0% |
| 2004 | 62 | 4.2% |
| 2000 | 55 | 3.8% |
| 2003 | 51 | 3.5% |
| 2002 | 48 | 3.3% |
| 2008 | 40 | 2.7% |
| 1996 | 36 | 2.5% |
| Other values (51) | 743 |
| Value | Count | Frequency (%) |
| 1950 | 178 | |
| 1951 | 4 | 0.3% |
| 1952 | 5 | 0.3% |
| 1953 | 10 | 0.7% |
| 1954 | 14 | 1.0% |
| 1955 | 9 | 0.6% |
| 1956 | 10 | 0.7% |
| 1957 | 9 | 0.6% |
| 1958 | 15 | 1.0% |
| 1959 | 18 | 1.2% |
| Value | Count | Frequency (%) |
| 2010 | 6 | 0.4% |
| 2009 | 23 | 1.6% |
| 2008 | 40 | |
| 2007 | 76 | |
| 2006 | 97 | |
| 2005 | 73 | |
| 2004 | 62 | |
| 2003 | 51 | |
| 2002 | 48 | |
| 2001 | 21 | 1.4% |
Roof_Design
Categorical
IMBALANCE
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| Gable | |
|---|---|
| Hip | |
| Flat | 13 |
| Gambrel | 11 |
| Mansard | 7 |
Length
| Max length | 7 |
|---|---|
| Median length | 5 |
| Mean length | 4.6223441 |
| Min length | 3 |
Characters and Unicode
| Total characters | 6744 |
|---|---|
| Distinct characters | 18 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Gable |
|---|---|
| 2nd row | Gable |
| 3rd row | Gable |
| 4th row | Gable |
| 5th row | Gable |
Common Values
| Value | Count | Frequency (%) |
| Gable | 1140 | |
| Hip | 286 | 19.6% |
| Flat | 13 | 0.9% |
| Gambrel | 11 | 0.8% |
| Mansard | 7 | 0.5% |
| Shed | 2 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| gable | 1140 | |
| hip | 286 | 19.6% |
| flat | 13 | 0.9% |
| gambrel | 11 | 0.8% |
| mansard | 7 | 0.5% |
| shed | 2 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 1178 | |
| l | 1164 | |
| e | 1153 | |
| G | 1151 | |
| b | 1151 | |
| H | 286 | 4.2% |
| i | 286 | 4.2% |
| p | 286 | 4.2% |
| r | 18 | 0.3% |
| t | 13 | 0.2% |
| Other values (8) | 58 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 6744 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 1178 | |
| l | 1164 | |
| e | 1153 | |
| G | 1151 | |
| b | 1151 | |
| H | 286 | 4.2% |
| i | 286 | 4.2% |
| p | 286 | 4.2% |
| r | 18 | 0.3% |
| t | 13 | 0.2% |
| Other values (8) | 58 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 6744 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 1178 | |
| l | 1164 | |
| e | 1153 | |
| G | 1151 | |
| b | 1151 | |
| H | 286 | 4.2% |
| i | 286 | 4.2% |
| p | 286 | 4.2% |
| r | 18 | 0.3% |
| t | 13 | 0.2% |
| Other values (8) | 58 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 6744 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 1178 | |
| l | 1164 | |
| e | 1153 | |
| G | 1151 | |
| b | 1151 | |
| H | 286 | 4.2% |
| i | 286 | 4.2% |
| p | 286 | 4.2% |
| r | 18 | 0.3% |
| t | 13 | 0.2% |
| Other values (8) | 58 | 0.9% |
Roof_Quality
Categorical
IMBALANCE
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| SS | |
|---|---|
| TG | 11 |
| WSh | 6 |
| WS | 5 |
| ME | 1 |
| Other values (3) | 3 |
Length
| Max length | 3 |
|---|---|
| Median length | 2 |
| Mean length | 2.0027416 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2922 |
|---|---|
| Distinct characters | 9 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 4 ? |
|---|---|
| Unique (%) | 0.3% |
Sample
| 1st row | SS |
|---|---|
| 2nd row | SS |
| 3rd row | SS |
| 4th row | SS |
| 5th row | SS |
Common Values
| Value | Count | Frequency (%) |
| SS | 1433 | |
| TG | 11 | 0.8% |
| WSh | 6 | 0.4% |
| WS | 5 | 0.3% |
| ME | 1 | 0.1% |
| M | 1 | 0.1% |
| R | 1 | 0.1% |
| CT | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ss | 1433 | |
| tg | 11 | 0.8% |
| wsh | 6 | 0.4% |
| ws | 5 | 0.3% |
| me | 1 | 0.1% |
| m | 1 | 0.1% |
| r | 1 | 0.1% |
| ct | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 2877 | |
| T | 12 | 0.4% |
| G | 11 | 0.4% |
| W | 11 | 0.4% |
| h | 6 | 0.2% |
| M | 2 | 0.1% |
| E | 1 | < 0.1% |
| R | 1 | < 0.1% |
| C | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2922 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| S | 2877 | |
| T | 12 | 0.4% |
| G | 11 | 0.4% |
| W | 11 | 0.4% |
| h | 6 | 0.2% |
| M | 2 | 0.1% |
| E | 1 | < 0.1% |
| R | 1 | < 0.1% |
| C | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2922 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| S | 2877 | |
| T | 12 | 0.4% |
| G | 11 | 0.4% |
| W | 11 | 0.4% |
| h | 6 | 0.2% |
| M | 2 | 0.1% |
| E | 1 | < 0.1% |
| R | 1 | < 0.1% |
| C | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2922 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| S | 2877 | |
| T | 12 | 0.4% |
| G | 11 | 0.4% |
| W | 11 | 0.4% |
| h | 6 | 0.2% |
| M | 2 | 0.1% |
| E | 1 | < 0.1% |
| R | 1 | < 0.1% |
| C | 1 | < 0.1% |
Exterior1st
Categorical
HIGH CORRELATION
| Distinct | 15 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| VinylSd | |
|---|---|
| HdBoard | |
| MetalSd | |
| Wd Sdng | |
| Plywood | |
| Other values (10) |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.979438 |
| Min length | 5 |
Characters and Unicode
| Total characters | 10183 |
|---|---|
| Distinct characters | 32 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 3 ? |
|---|---|
| Unique (%) | 0.2% |
Sample
| 1st row | VinylSd |
|---|---|
| 2nd row | MetalSd |
| 3rd row | VinylSd |
| 4th row | Wd Sdng |
| 5th row | VinylSd |
Common Values
| Value | Count | Frequency (%) |
| VinylSd | 515 | |
| HdBoard | 221 | |
| MetalSd | 220 | |
| Wd Sdng | 206 | 14.1% |
| Plywood | 108 | 7.4% |
| CemntBd | 61 | 4.2% |
| BrkFace | 50 | 3.4% |
| WdShing | 26 | 1.8% |
| Stucco | 25 | 1.7% |
| AsbShng | 20 | 1.4% |
| Other values (5) | 7 | 0.5% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| vinylsd | 515 | |
| hdboard | 221 | |
| metalsd | 220 | |
| wd | 206 | 12.4% |
| sdng | 206 | 12.4% |
| plywood | 108 | 6.5% |
| cemntbd | 61 | 3.7% |
| brkface | 50 | 3.0% |
| wdshing | 26 | 1.6% |
| stucco | 25 | 1.5% |
| Other values (6) | 27 | 1.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| d | 1784 | |
| S | 1016 | 10.0% |
| l | 844 | 8.3% |
| n | 831 | 8.2% |
| y | 623 | 6.1% |
| i | 541 | 5.3% |
| V | 515 | 5.1% |
| a | 491 | 4.8% |
| o | 467 | 4.6% |
| B | 335 | 3.3% |
| Other values (22) | 2736 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10183 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| d | 1784 | |
| S | 1016 | 10.0% |
| l | 844 | 8.3% |
| n | 831 | 8.2% |
| y | 623 | 6.1% |
| i | 541 | 5.3% |
| V | 515 | 5.1% |
| a | 491 | 4.8% |
| o | 467 | 4.6% |
| B | 335 | 3.3% |
| Other values (22) | 2736 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10183 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| d | 1784 | |
| S | 1016 | 10.0% |
| l | 844 | 8.3% |
| n | 831 | 8.2% |
| y | 623 | 6.1% |
| i | 541 | 5.3% |
| V | 515 | 5.1% |
| a | 491 | 4.8% |
| o | 467 | 4.6% |
| B | 335 | 3.3% |
| Other values (22) | 2736 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10183 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| d | 1784 | |
| S | 1016 | 10.0% |
| l | 844 | 8.3% |
| n | 831 | 8.2% |
| y | 623 | 6.1% |
| i | 541 | 5.3% |
| V | 515 | 5.1% |
| a | 491 | 4.8% |
| o | 467 | 4.6% |
| B | 335 | 3.3% |
| Other values (22) | 2736 |
Exterior2nd
Categorical
HIGH CORRELATION
| Distinct | 16 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| VinylSd | |
|---|---|
| MetalSd | |
| HdBoard | |
| Wd Sdng | |
| Plywood | |
| Other values (11) |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.9732694 |
| Min length | 5 |
Characters and Unicode
| Total characters | 10174 |
|---|---|
| Distinct characters | 33 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | VinylSd |
|---|---|
| 2nd row | MetalSd |
| 3rd row | VinylSd |
| 4th row | Wd Shng |
| 5th row | VinylSd |
Common Values
| Value | Count | Frequency (%) |
| VinylSd | 504 | |
| MetalSd | 214 | |
| HdBoard | 206 | |
| Wd Sdng | 197 | 13.5% |
| Plywood | 142 | 9.7% |
| CmentBd | 60 | 4.1% |
| Wd Shng | 38 | 2.6% |
| Stucco | 26 | 1.8% |
| BrkFace | 25 | 1.7% |
| AsbShng | 20 | 1.4% |
| Other values (6) | 27 | 1.9% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| vinylsd | 504 | |
| wd | 235 | |
| metalsd | 214 | |
| hdboard | 206 | |
| sdng | 197 | 11.6% |
| plywood | 142 | 8.3% |
| cmentbd | 60 | 3.5% |
| shng | 38 | 2.2% |
| stucco | 26 | 1.5% |
| brkface | 25 | 1.5% |
| Other values (8) | 54 | 3.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| d | 1764 | |
| S | 1017 | 10.0% |
| l | 861 | 8.5% |
| n | 834 | 8.2% |
| y | 646 | 6.3% |
| o | 522 | 5.1% |
| V | 504 | 5.0% |
| i | 504 | 5.0% |
| a | 445 | 4.4% |
| t | 316 | 3.1% |
| Other values (23) | 2761 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10174 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| d | 1764 | |
| S | 1017 | 10.0% |
| l | 861 | 8.5% |
| n | 834 | 8.2% |
| y | 646 | 6.3% |
| o | 522 | 5.1% |
| V | 504 | 5.0% |
| i | 504 | 5.0% |
| a | 445 | 4.4% |
| t | 316 | 3.1% |
| Other values (23) | 2761 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10174 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| d | 1764 | |
| S | 1017 | 10.0% |
| l | 861 | 8.5% |
| n | 834 | 8.2% |
| y | 646 | 6.3% |
| o | 522 | 5.1% |
| V | 504 | 5.0% |
| i | 504 | 5.0% |
| a | 445 | 4.4% |
| t | 316 | 3.1% |
| Other values (23) | 2761 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10174 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| d | 1764 | |
| S | 1017 | 10.0% |
| l | 861 | 8.5% |
| n | 834 | 8.2% |
| y | 646 | 6.3% |
| o | 522 | 5.1% |
| V | 504 | 5.0% |
| i | 504 | 5.0% |
| a | 445 | 4.4% |
| t | 316 | 3.1% |
| Other values (23) | 2761 |
Brick_Veneer_Area
Real number (ℝ)
ZEROS
| Distinct | 328 |
|---|---|
| Distinct (%) | 22.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 103.75672 |
| Minimum | 0 |
|---|---|
| Maximum | 1600 |
| Zeros | 860 |
| Zeros (%) | 58.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 164.5 |
| 95-th percentile | 456 |
| Maximum | 1600 |
| Range | 1600 |
| Interquartile range (IQR) | 164.5 |
Descriptive statistics
| Standard deviation | 180.6106 |
|---|---|
| Coefficient of variation (CV) | 1.7407123 |
| Kurtosis | 10.146958 |
| Mean | 103.75672 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.6753462 |
| Sum | 151381.05 |
| Variance | 32620.189 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 860 | |
| 103.7567195 | 8 | 0.5% |
| 72 | 8 | 0.5% |
| 108 | 8 | 0.5% |
| 180 | 8 | 0.5% |
| 120 | 7 | 0.5% |
| 16 | 7 | 0.5% |
| 340 | 6 | 0.4% |
| 106 | 6 | 0.4% |
| 80 | 6 | 0.4% |
| Other values (318) | 535 |
| Value | Count | Frequency (%) |
| 0 | 860 | |
| 1 | 2 | 0.1% |
| 11 | 1 | 0.1% |
| 14 | 1 | 0.1% |
| 16 | 7 | 0.5% |
| 18 | 2 | 0.1% |
| 22 | 1 | 0.1% |
| 24 | 1 | 0.1% |
| 27 | 1 | 0.1% |
| 28 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 1600 | 1 | |
| 1378 | 1 | |
| 1170 | 1 | |
| 1129 | 1 | |
| 1115 | 1 | |
| 1047 | 1 | |
| 1031 | 1 | |
| 975 | 1 | |
| 922 | 1 | |
| 921 | 1 |
Exterior_Material
Categorical
HIGH CORRELATION
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| TA | |
|---|---|
| Gd | |
| Ex | 52 |
| Fa | 14 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 2918 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Gd |
|---|---|
| 2nd row | TA |
| 3rd row | Gd |
| 4th row | TA |
| 5th row | Gd |
Common Values
| Value | Count | Frequency (%) |
| TA | 906 | |
| Gd | 487 | |
| Ex | 52 | 3.6% |
| Fa | 14 | 1.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta | 906 | |
| gd | 487 | |
| ex | 52 | 3.6% |
| fa | 14 | 1.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 906 | |
| A | 906 | |
| G | 487 | |
| d | 487 | |
| E | 52 | 1.8% |
| x | 52 | 1.8% |
| F | 14 | 0.5% |
| a | 14 | 0.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2918 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 906 | |
| A | 906 | |
| G | 487 | |
| d | 487 | |
| E | 52 | 1.8% |
| x | 52 | 1.8% |
| F | 14 | 0.5% |
| a | 14 | 0.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2918 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 906 | |
| A | 906 | |
| G | 487 | |
| d | 487 | |
| E | 52 | 1.8% |
| x | 52 | 1.8% |
| F | 14 | 0.5% |
| a | 14 | 0.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2918 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 906 | |
| A | 906 | |
| G | 487 | |
| d | 487 | |
| E | 52 | 1.8% |
| x | 52 | 1.8% |
| F | 14 | 0.5% |
| a | 14 | 0.5% |
Exterior_Condition
Categorical
IMBALANCE
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| TA | |
|---|---|
| Gd | |
| Fa | 28 |
| Ex | 3 |
| Po | 1 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 2918 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | TA |
|---|---|
| 2nd row | TA |
| 3rd row | TA |
| 4th row | TA |
| 5th row | TA |
Common Values
| Value | Count | Frequency (%) |
| TA | 1281 | |
| Gd | 146 | 10.0% |
| Fa | 28 | 1.9% |
| Ex | 3 | 0.2% |
| Po | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta | 1281 | |
| gd | 146 | 10.0% |
| fa | 28 | 1.9% |
| ex | 3 | 0.2% |
| po | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 1281 | |
| A | 1281 | |
| G | 146 | 5.0% |
| d | 146 | 5.0% |
| F | 28 | 1.0% |
| a | 28 | 1.0% |
| E | 3 | 0.1% |
| x | 3 | 0.1% |
| P | 1 | < 0.1% |
| o | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2918 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 1281 | |
| A | 1281 | |
| G | 146 | 5.0% |
| d | 146 | 5.0% |
| F | 28 | 1.0% |
| a | 28 | 1.0% |
| E | 3 | 0.1% |
| x | 3 | 0.1% |
| P | 1 | < 0.1% |
| o | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2918 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 1281 | |
| A | 1281 | |
| G | 146 | 5.0% |
| d | 146 | 5.0% |
| F | 28 | 1.0% |
| a | 28 | 1.0% |
| E | 3 | 0.1% |
| x | 3 | 0.1% |
| P | 1 | < 0.1% |
| o | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2918 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 1281 | |
| A | 1281 | |
| G | 146 | 5.0% |
| d | 146 | 5.0% |
| F | 28 | 1.0% |
| a | 28 | 1.0% |
| E | 3 | 0.1% |
| x | 3 | 0.1% |
| P | 1 | < 0.1% |
| o | 1 | < 0.1% |
Foundation_Type
Categorical
HIGH CORRELATION
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| PC | |
|---|---|
| CB | |
| BT | |
| SL | 24 |
| S | 6 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 1.9938314 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2909 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | PC |
|---|---|
| 2nd row | CB |
| 3rd row | PC |
| 4th row | BT |
| 5th row | PC |
Common Values
| Value | Count | Frequency (%) |
| PC | 647 | |
| CB | 633 | |
| BT | 146 | 10.0% |
| SL | 24 | 1.6% |
| S | 6 | 0.4% |
| W | 3 | 0.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| pc | 647 | |
| cb | 633 | |
| bt | 146 | 10.0% |
| sl | 24 | 1.6% |
| s | 6 | 0.4% |
| w | 3 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| C | 1280 | |
| B | 779 | |
| P | 647 | |
| T | 146 | 5.0% |
| S | 30 | 1.0% |
| L | 24 | 0.8% |
| W | 3 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2909 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| C | 1280 | |
| B | 779 | |
| P | 647 | |
| T | 146 | 5.0% |
| S | 30 | 1.0% |
| L | 24 | 0.8% |
| W | 3 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2909 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| C | 1280 | |
| B | 779 | |
| P | 647 | |
| T | 146 | 5.0% |
| S | 30 | 1.0% |
| L | 24 | 0.8% |
| W | 3 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2909 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| C | 1280 | |
| B | 779 | |
| P | 647 | |
| T | 146 | 5.0% |
| S | 30 | 1.0% |
| L | 24 | 0.8% |
| W | 3 | 0.1% |
Basement_Height
Categorical
HIGH CORRELATION
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| TA | |
|---|---|
| Gd | |
| Ex | |
| Fa | 35 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 2918 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Gd |
|---|---|
| 2nd row | Gd |
| 3rd row | Gd |
| 4th row | TA |
| 5th row | Gd |
Common Values
| Value | Count | Frequency (%) |
| TA | 685 | |
| Gd | 618 | |
| Ex | 121 | 8.3% |
| Fa | 35 | 2.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta | 685 | |
| gd | 618 | |
| ex | 121 | 8.3% |
| fa | 35 | 2.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 685 | |
| A | 685 | |
| G | 618 | |
| d | 618 | |
| E | 121 | 4.1% |
| x | 121 | 4.1% |
| F | 35 | 1.2% |
| a | 35 | 1.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2918 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 685 | |
| A | 685 | |
| G | 618 | |
| d | 618 | |
| E | 121 | 4.1% |
| x | 121 | 4.1% |
| F | 35 | 1.2% |
| a | 35 | 1.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2918 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 685 | |
| A | 685 | |
| G | 618 | |
| d | 618 | |
| E | 121 | 4.1% |
| x | 121 | 4.1% |
| F | 35 | 1.2% |
| a | 35 | 1.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2918 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 685 | |
| A | 685 | |
| G | 618 | |
| d | 618 | |
| E | 121 | 4.1% |
| x | 121 | 4.1% |
| F | 35 | 1.2% |
| a | 35 | 1.2% |
Basement_Condition
Categorical
IMBALANCE
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| TA | |
|---|---|
| Gd | 65 |
| Fa | 45 |
| Po | 2 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 2918 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | TA |
|---|---|
| 2nd row | TA |
| 3rd row | TA |
| 4th row | Gd |
| 5th row | TA |
Common Values
| Value | Count | Frequency (%) |
| TA | 1347 | |
| Gd | 65 | 4.5% |
| Fa | 45 | 3.1% |
| Po | 2 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta | 1347 | |
| gd | 65 | 4.5% |
| fa | 45 | 3.1% |
| po | 2 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 1347 | |
| A | 1347 | |
| G | 65 | 2.2% |
| d | 65 | 2.2% |
| F | 45 | 1.5% |
| a | 45 | 1.5% |
| P | 2 | 0.1% |
| o | 2 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2918 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 1347 | |
| A | 1347 | |
| G | 65 | 2.2% |
| d | 65 | 2.2% |
| F | 45 | 1.5% |
| a | 45 | 1.5% |
| P | 2 | 0.1% |
| o | 2 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2918 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 1347 | |
| A | 1347 | |
| G | 65 | 2.2% |
| d | 65 | 2.2% |
| F | 45 | 1.5% |
| a | 45 | 1.5% |
| P | 2 | 0.1% |
| o | 2 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2918 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 1347 | |
| A | 1347 | |
| G | 65 | 2.2% |
| d | 65 | 2.2% |
| F | 45 | 1.5% |
| a | 45 | 1.5% |
| P | 2 | 0.1% |
| o | 2 | 0.1% |
Exposure_Level
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| No | |
|---|---|
| Av | |
| Gd | |
| Mn |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 2918 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | Gd |
| 3rd row | Mn |
| 4th row | No |
| 5th row | Av |
Common Values
| Value | Count | Frequency (%) |
| No | 990 | |
| Av | 221 | 15.1% |
| Gd | 134 | 9.2% |
| Mn | 114 | 7.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 990 | |
| av | 221 | 15.1% |
| gd | 134 | 9.2% |
| mn | 114 | 7.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 990 | |
| o | 990 | |
| A | 221 | 7.6% |
| v | 221 | 7.6% |
| G | 134 | 4.6% |
| d | 134 | 4.6% |
| M | 114 | 3.9% |
| n | 114 | 3.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2918 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| N | 990 | |
| o | 990 | |
| A | 221 | 7.6% |
| v | 221 | 7.6% |
| G | 134 | 4.6% |
| d | 134 | 4.6% |
| M | 114 | 3.9% |
| n | 114 | 3.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2918 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| N | 990 | |
| o | 990 | |
| A | 221 | 7.6% |
| v | 221 | 7.6% |
| G | 134 | 4.6% |
| d | 134 | 4.6% |
| M | 114 | 3.9% |
| n | 114 | 3.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2918 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| N | 990 | |
| o | 990 | |
| A | 221 | 7.6% |
| v | 221 | 7.6% |
| G | 134 | 4.6% |
| d | 134 | 4.6% |
| M | 114 | 3.9% |
| n | 114 | 3.9% |
BsmtFinType1
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| Unf | |
|---|---|
| GLQ | |
| ALQ | |
| BLQ | |
| Rec |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4377 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | GLQ |
|---|---|
| 2nd row | ALQ |
| 3rd row | GLQ |
| 4th row | ALQ |
| 5th row | GLQ |
Common Values
| Value | Count | Frequency (%) |
| Unf | 467 | |
| GLQ | 418 | |
| ALQ | 220 | |
| BLQ | 147 | 10.1% |
| Rec | 133 | 9.1% |
| LwQ | 74 | 5.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| unf | 467 | |
| glq | 418 | |
| alq | 220 | |
| blq | 147 | 10.1% |
| rec | 133 | 9.1% |
| lwq | 74 | 5.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| L | 859 | |
| Q | 859 | |
| U | 467 | |
| n | 467 | |
| f | 467 | |
| G | 418 | |
| A | 220 | 5.0% |
| B | 147 | 3.4% |
| R | 133 | 3.0% |
| e | 133 | 3.0% |
| Other values (2) | 207 | 4.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4377 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| L | 859 | |
| Q | 859 | |
| U | 467 | |
| n | 467 | |
| f | 467 | |
| G | 418 | |
| A | 220 | 5.0% |
| B | 147 | 3.4% |
| R | 133 | 3.0% |
| e | 133 | 3.0% |
| Other values (2) | 207 | 4.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4377 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| L | 859 | |
| Q | 859 | |
| U | 467 | |
| n | 467 | |
| f | 467 | |
| G | 418 | |
| A | 220 | 5.0% |
| B | 147 | 3.4% |
| R | 133 | 3.0% |
| e | 133 | 3.0% |
| Other values (2) | 207 | 4.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4377 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| L | 859 | |
| Q | 859 | |
| U | 467 | |
| n | 467 | |
| f | 467 | |
| G | 418 | |
| A | 220 | 5.0% |
| B | 147 | 3.4% |
| R | 133 | 3.0% |
| e | 133 | 3.0% |
| Other values (2) | 207 | 4.7% |
BsmtFinSF1
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 636 |
|---|---|
| Distinct (%) | 43.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 443.37491 |
| Minimum | 0 |
|---|---|
| Maximum | 5644 |
| Zeros | 467 |
| Zeros (%) | 32.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 383 |
| Q3 | 712 |
| 95-th percentile | 1274 |
| Maximum | 5644 |
| Range | 5644 |
| Interquartile range (IQR) | 712 |
Descriptive statistics
| Standard deviation | 456.14219 |
|---|---|
| Coefficient of variation (CV) | 1.0287957 |
| Kurtosis | 11.126068 |
| Mean | 443.37491 |
| Median Absolute Deviation (MAD) | 383 |
| Skewness | 1.6874983 |
| Sum | 646884 |
| Variance | 208065.69 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 467 | |
| 24 | 12 | 0.8% |
| 16 | 9 | 0.6% |
| 686 | 5 | 0.3% |
| 662 | 5 | 0.3% |
| 20 | 5 | 0.3% |
| 936 | 5 | 0.3% |
| 616 | 5 | 0.3% |
| 560 | 4 | 0.3% |
| 553 | 4 | 0.3% |
| Other values (626) | 938 |
| Value | Count | Frequency (%) |
| 0 | 467 | |
| 2 | 1 | 0.1% |
| 16 | 9 | 0.6% |
| 20 | 5 | 0.3% |
| 24 | 12 | 0.8% |
| 25 | 1 | 0.1% |
| 27 | 1 | 0.1% |
| 28 | 3 | 0.2% |
| 33 | 1 | 0.1% |
| 35 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 5644 | 1 | |
| 2260 | 1 | |
| 2188 | 1 | |
| 2096 | 1 | |
| 1904 | 1 | |
| 1880 | 1 | |
| 1810 | 1 | |
| 1767 | 1 | |
| 1721 | 1 | |
| 1696 | 1 |
BsmtFinType2
Categorical
IMBALANCE
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| Unf | |
|---|---|
| Rec | 54 |
| LwQ | 45 |
| BLQ | 33 |
| ALQ | 19 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4377 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Unf |
|---|---|
| 2nd row | Unf |
| 3rd row | Unf |
| 4th row | Unf |
| 5th row | Unf |
Common Values
| Value | Count | Frequency (%) |
| Unf | 1294 | |
| Rec | 54 | 3.7% |
| LwQ | 45 | 3.1% |
| BLQ | 33 | 2.3% |
| ALQ | 19 | 1.3% |
| GLQ | 14 | 1.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| unf | 1294 | |
| rec | 54 | 3.7% |
| lwq | 45 | 3.1% |
| blq | 33 | 2.3% |
| alq | 19 | 1.3% |
| glq | 14 | 1.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| U | 1294 | |
| n | 1294 | |
| f | 1294 | |
| L | 111 | 2.5% |
| Q | 111 | 2.5% |
| R | 54 | 1.2% |
| e | 54 | 1.2% |
| c | 54 | 1.2% |
| w | 45 | 1.0% |
| B | 33 | 0.8% |
| Other values (2) | 33 | 0.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4377 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| U | 1294 | |
| n | 1294 | |
| f | 1294 | |
| L | 111 | 2.5% |
| Q | 111 | 2.5% |
| R | 54 | 1.2% |
| e | 54 | 1.2% |
| c | 54 | 1.2% |
| w | 45 | 1.0% |
| B | 33 | 0.8% |
| Other values (2) | 33 | 0.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4377 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| U | 1294 | |
| n | 1294 | |
| f | 1294 | |
| L | 111 | 2.5% |
| Q | 111 | 2.5% |
| R | 54 | 1.2% |
| e | 54 | 1.2% |
| c | 54 | 1.2% |
| w | 45 | 1.0% |
| B | 33 | 0.8% |
| Other values (2) | 33 | 0.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4377 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| U | 1294 | |
| n | 1294 | |
| f | 1294 | |
| L | 111 | 2.5% |
| Q | 111 | 2.5% |
| R | 54 | 1.2% |
| e | 54 | 1.2% |
| c | 54 | 1.2% |
| w | 45 | 1.0% |
| B | 33 | 0.8% |
| Other values (2) | 33 | 0.8% |
BsmtFinSF2
Real number (ℝ)
ZEROS
| Distinct | 144 |
|---|---|
| Distinct (%) | 9.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 46.382454 |
| Minimum | 0 |
|---|---|
| Maximum | 1474 |
| Zeros | 1293 |
| Zeros (%) | 88.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 396.4 |
| Maximum | 1474 |
| Range | 1474 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 161.2485 |
|---|---|
| Coefficient of variation (CV) | 3.4764978 |
| Kurtosis | 20.184015 |
| Mean | 46.382454 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.264538 |
| Sum | 67672 |
| Variance | 26001.079 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1293 | |
| 180 | 5 | 0.3% |
| 374 | 3 | 0.2% |
| 469 | 2 | 0.1% |
| 64 | 2 | 0.1% |
| 117 | 2 | 0.1% |
| 468 | 2 | 0.1% |
| 182 | 2 | 0.1% |
| 480 | 2 | 0.1% |
| 551 | 2 | 0.1% |
| Other values (134) | 144 | 9.9% |
| Value | Count | Frequency (%) |
| 0 | 1293 | |
| 28 | 1 | 0.1% |
| 32 | 1 | 0.1% |
| 35 | 1 | 0.1% |
| 40 | 1 | 0.1% |
| 41 | 2 | 0.1% |
| 64 | 2 | 0.1% |
| 68 | 1 | 0.1% |
| 80 | 1 | 0.1% |
| 81 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 1474 | 1 | |
| 1127 | 1 | |
| 1120 | 1 | |
| 1085 | 1 | |
| 1080 | 1 | |
| 1063 | 1 | |
| 1061 | 1 | |
| 1057 | 1 | |
| 1031 | 1 | |
| 1029 | 1 |
BsmtUnfSF
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 779 |
|---|---|
| Distinct (%) | 53.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 567.53598 |
| Minimum | 0 |
|---|---|
| Maximum | 2336 |
| Zeros | 118 |
| Zeros (%) | 8.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 223.5 |
| median | 479 |
| Q3 | 808 |
| 95-th percentile | 1468 |
| Maximum | 2336 |
| Range | 2336 |
| Interquartile range (IQR) | 584.5 |
Descriptive statistics
| Standard deviation | 441.87406 |
|---|---|
| Coefficient of variation (CV) | 0.77858333 |
| Kurtosis | 0.47406884 |
| Mean | 567.53598 |
| Median Absolute Deviation (MAD) | 289 |
| Skewness | 0.91948504 |
| Sum | 828035 |
| Variance | 195252.68 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 118 | 8.1% |
| 728 | 9 | 0.6% |
| 384 | 8 | 0.5% |
| 300 | 7 | 0.5% |
| 600 | 7 | 0.5% |
| 572 | 7 | 0.5% |
| 280 | 6 | 0.4% |
| 672 | 6 | 0.4% |
| 625 | 6 | 0.4% |
| 440 | 6 | 0.4% |
| Other values (769) | 1279 |
| Value | Count | Frequency (%) |
| 0 | 118 | |
| 14 | 1 | 0.1% |
| 15 | 1 | 0.1% |
| 23 | 2 | 0.1% |
| 26 | 1 | 0.1% |
| 29 | 1 | 0.1% |
| 30 | 1 | 0.1% |
| 32 | 2 | 0.1% |
| 35 | 1 | 0.1% |
| 36 | 4 | 0.3% |
| Value | Count | Frequency (%) |
| 2336 | 1 | |
| 2153 | 1 | |
| 2121 | 1 | |
| 2046 | 1 | |
| 2042 | 1 | |
| 2002 | 1 | |
| 1969 | 1 | |
| 1935 | 1 | |
| 1926 | 1 | |
| 1907 | 1 |
Total_Basement_Area
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 721 |
|---|---|
| Distinct (%) | 49.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1057.2934 |
| Minimum | 0 |
|---|---|
| Maximum | 6110 |
| Zeros | 37 |
| Zeros (%) | 2.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 518.6 |
| Q1 | 795.5 |
| median | 991 |
| Q3 | 1298.5 |
| 95-th percentile | 1753 |
| Maximum | 6110 |
| Range | 6110 |
| Interquartile range (IQR) | 503 |
Descriptive statistics
| Standard deviation | 438.82491 |
|---|---|
| Coefficient of variation (CV) | 0.41504556 |
| Kurtosis | 13.245817 |
| Mean | 1057.2934 |
| Median Absolute Deviation (MAD) | 234 |
| Skewness | 1.5249228 |
| Sum | 1542591 |
| Variance | 192567.3 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 37 | 2.5% |
| 864 | 35 | 2.4% |
| 672 | 17 | 1.2% |
| 912 | 15 | 1.0% |
| 1040 | 14 | 1.0% |
| 816 | 13 | 0.9% |
| 728 | 12 | 0.8% |
| 768 | 12 | 0.8% |
| 780 | 11 | 0.8% |
| 848 | 11 | 0.8% |
| Other values (711) | 1282 |
| Value | Count | Frequency (%) |
| 0 | 37 | |
| 105 | 1 | 0.1% |
| 190 | 1 | 0.1% |
| 264 | 3 | 0.2% |
| 270 | 1 | 0.1% |
| 290 | 1 | 0.1% |
| 319 | 1 | 0.1% |
| 360 | 1 | 0.1% |
| 372 | 1 | 0.1% |
| 384 | 7 | 0.5% |
| Value | Count | Frequency (%) |
| 6110 | 1 | |
| 3206 | 1 | |
| 3200 | 1 | |
| 3138 | 1 | |
| 3094 | 1 | |
| 2633 | 1 | |
| 2524 | 1 | |
| 2444 | 1 | |
| 2396 | 1 | |
| 2392 | 1 |
Heating_Type
Categorical
IMBALANCE
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| GasA | |
|---|---|
| GasW | 18 |
| Grav | 7 |
| Wall | 4 |
| OthW | 2 |
Length
| Max length | 5 |
|---|---|
| Median length | 4 |
| Mean length | 4.0006854 |
| Min length | 4 |
Characters and Unicode
| Total characters | 5837 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | GasA |
|---|---|
| 2nd row | GasA |
| 3rd row | GasA |
| 4th row | GasA |
| 5th row | GasA |
Common Values
| Value | Count | Frequency (%) |
| GasA | 1427 | |
| GasW | 18 | 1.2% |
| Grav | 7 | 0.5% |
| Wall | 4 | 0.3% |
| OthW | 2 | 0.1% |
| Floor | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| gasa | 1427 | |
| gasw | 18 | 1.2% |
| grav | 7 | 0.5% |
| wall | 4 | 0.3% |
| othw | 2 | 0.1% |
| floor | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 1456 | |
| G | 1452 | |
| s | 1445 | |
| A | 1427 | |
| W | 24 | 0.4% |
| l | 9 | 0.2% |
| r | 8 | 0.1% |
| v | 7 | 0.1% |
| O | 2 | < 0.1% |
| t | 2 | < 0.1% |
| Other values (3) | 5 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5837 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 1456 | |
| G | 1452 | |
| s | 1445 | |
| A | 1427 | |
| W | 24 | 0.4% |
| l | 9 | 0.2% |
| r | 8 | 0.1% |
| v | 7 | 0.1% |
| O | 2 | < 0.1% |
| t | 2 | < 0.1% |
| Other values (3) | 5 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5837 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 1456 | |
| G | 1452 | |
| s | 1445 | |
| A | 1427 | |
| W | 24 | 0.4% |
| l | 9 | 0.2% |
| r | 8 | 0.1% |
| v | 7 | 0.1% |
| O | 2 | < 0.1% |
| t | 2 | < 0.1% |
| Other values (3) | 5 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5837 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 1456 | |
| G | 1452 | |
| s | 1445 | |
| A | 1427 | |
| W | 24 | 0.4% |
| l | 9 | 0.2% |
| r | 8 | 0.1% |
| v | 7 | 0.1% |
| O | 2 | < 0.1% |
| t | 2 | < 0.1% |
| Other values (3) | 5 | 0.1% |
Heating_Quality
Categorical
HIGH CORRELATION
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| Ex | |
|---|---|
| TA | |
| Gd | |
| Fa | 49 |
| Po | 1 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 2918 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | Ex |
|---|---|
| 2nd row | Ex |
| 3rd row | Ex |
| 4th row | Gd |
| 5th row | Ex |
Common Values
| Value | Count | Frequency (%) |
| Ex | 741 | |
| TA | 428 | |
| Gd | 240 | 16.4% |
| Fa | 49 | 3.4% |
| Po | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ex | 741 | |
| ta | 428 | |
| gd | 240 | 16.4% |
| fa | 49 | 3.4% |
| po | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| E | 741 | |
| x | 741 | |
| T | 428 | |
| A | 428 | |
| G | 240 | 8.2% |
| d | 240 | 8.2% |
| F | 49 | 1.7% |
| a | 49 | 1.7% |
| P | 1 | < 0.1% |
| o | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2918 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| E | 741 | |
| x | 741 | |
| T | 428 | |
| A | 428 | |
| G | 240 | 8.2% |
| d | 240 | 8.2% |
| F | 49 | 1.7% |
| a | 49 | 1.7% |
| P | 1 | < 0.1% |
| o | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2918 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| E | 741 | |
| x | 741 | |
| T | 428 | |
| A | 428 | |
| G | 240 | 8.2% |
| d | 240 | 8.2% |
| F | 49 | 1.7% |
| a | 49 | 1.7% |
| P | 1 | < 0.1% |
| o | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2918 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| E | 741 | |
| x | 741 | |
| T | 428 | |
| A | 428 | |
| G | 240 | 8.2% |
| d | 240 | 8.2% |
| F | 49 | 1.7% |
| a | 49 | 1.7% |
| P | 1 | < 0.1% |
| o | 1 | < 0.1% |
Air_Conditioning
Boolean
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.5 KiB |
| True | |
|---|---|
| False | 95 |
| Value | Count | Frequency (%) |
| True | 1364 | |
| False | 95 | 6.5% |
Electrical_System
Categorical
IMBALANCE
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| SBrkr | |
|---|---|
| FuseA | 94 |
| FuseF | 27 |
| FuseP | 3 |
| Mix | 1 |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 4.9986292 |
| Min length | 3 |
Characters and Unicode
| Total characters | 7293 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | SBrkr |
|---|---|
| 2nd row | SBrkr |
| 3rd row | SBrkr |
| 4th row | SBrkr |
| 5th row | SBrkr |
Common Values
| Value | Count | Frequency (%) |
| SBrkr | 1334 | |
| FuseA | 94 | 6.4% |
| FuseF | 27 | 1.9% |
| FuseP | 3 | 0.2% |
| Mix | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| sbrkr | 1334 | |
| fusea | 94 | 6.4% |
| fusef | 27 | 1.9% |
| fusep | 3 | 0.2% |
| mix | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 2668 | |
| S | 1334 | |
| B | 1334 | |
| k | 1334 | |
| F | 151 | 2.1% |
| u | 124 | 1.7% |
| s | 124 | 1.7% |
| e | 124 | 1.7% |
| A | 94 | 1.3% |
| P | 3 | < 0.1% |
| Other values (3) | 3 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7293 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 2668 | |
| S | 1334 | |
| B | 1334 | |
| k | 1334 | |
| F | 151 | 2.1% |
| u | 124 | 1.7% |
| s | 124 | 1.7% |
| e | 124 | 1.7% |
| A | 94 | 1.3% |
| P | 3 | < 0.1% |
| Other values (3) | 3 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7293 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 2668 | |
| S | 1334 | |
| B | 1334 | |
| k | 1334 | |
| F | 151 | 2.1% |
| u | 124 | 1.7% |
| s | 124 | 1.7% |
| e | 124 | 1.7% |
| A | 94 | 1.3% |
| P | 3 | < 0.1% |
| Other values (3) | 3 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7293 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 2668 | |
| S | 1334 | |
| B | 1334 | |
| k | 1334 | |
| F | 151 | 2.1% |
| u | 124 | 1.7% |
| s | 124 | 1.7% |
| e | 124 | 1.7% |
| A | 94 | 1.3% |
| P | 3 | < 0.1% |
| Other values (3) | 3 | < 0.1% |
First_Floor_Area
Real number (ℝ)
HIGH CORRELATION
| Distinct | 752 |
|---|---|
| Distinct (%) | 51.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1162.5627 |
| Minimum | 334 |
|---|---|
| Maximum | 4692 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 334 |
|---|---|
| 5-th percentile | 672.9 |
| Q1 | 882 |
| median | 1086 |
| Q3 | 1391.5 |
| 95-th percentile | 1831.5 |
| Maximum | 4692 |
| Range | 4358 |
| Interquartile range (IQR) | 509.5 |
Descriptive statistics
| Standard deviation | 386.71255 |
|---|---|
| Coefficient of variation (CV) | 0.33263801 |
| Kurtosis | 5.7414746 |
| Mean | 1162.5627 |
| Median Absolute Deviation (MAD) | 235 |
| Skewness | 1.3768561 |
| Sum | 1696179 |
| Variance | 149546.6 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 864 | 25 | 1.7% |
| 1040 | 16 | 1.1% |
| 912 | 14 | 1.0% |
| 848 | 12 | 0.8% |
| 894 | 12 | 0.8% |
| 672 | 11 | 0.8% |
| 630 | 9 | 0.6% |
| 816 | 9 | 0.6% |
| 483 | 7 | 0.5% |
| 832 | 7 | 0.5% |
| Other values (742) | 1337 |
| Value | Count | Frequency (%) |
| 334 | 1 | 0.1% |
| 372 | 1 | 0.1% |
| 438 | 1 | 0.1% |
| 480 | 1 | 0.1% |
| 483 | 7 | |
| 495 | 1 | 0.1% |
| 520 | 5 | |
| 525 | 1 | 0.1% |
| 526 | 1 | 0.1% |
| 536 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 4692 | 1 | |
| 3228 | 1 | |
| 3138 | 1 | |
| 2898 | 1 | |
| 2633 | 1 | |
| 2524 | 1 | |
| 2515 | 1 | |
| 2444 | 1 | |
| 2411 | 1 | |
| 2402 | 1 |
Second_Floor_Area
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 417 |
|---|---|
| Distinct (%) | 28.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 347.23029 |
| Minimum | 0 |
|---|---|
| Maximum | 2065 |
| Zeros | 828 |
| Zeros (%) | 56.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 728 |
| 95-th percentile | 1141.1 |
| Maximum | 2065 |
| Range | 2065 |
| Interquartile range (IQR) | 728 |
Descriptive statistics
| Standard deviation | 436.58348 |
|---|---|
| Coefficient of variation (CV) | 1.2573312 |
| Kurtosis | -0.55506698 |
| Mean | 347.23029 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.81198885 |
| Sum | 506609 |
| Variance | 190605.13 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 828 | |
| 728 | 10 | 0.7% |
| 504 | 9 | 0.6% |
| 546 | 8 | 0.5% |
| 672 | 8 | 0.5% |
| 600 | 7 | 0.5% |
| 720 | 7 | 0.5% |
| 896 | 6 | 0.4% |
| 862 | 5 | 0.3% |
| 780 | 5 | 0.3% |
| Other values (407) | 566 |
| Value | Count | Frequency (%) |
| 0 | 828 | |
| 110 | 1 | 0.1% |
| 167 | 1 | 0.1% |
| 192 | 1 | 0.1% |
| 208 | 1 | 0.1% |
| 213 | 1 | 0.1% |
| 220 | 1 | 0.1% |
| 224 | 1 | 0.1% |
| 240 | 2 | 0.1% |
| 252 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 2065 | 1 | |
| 1872 | 1 | |
| 1818 | 1 | |
| 1796 | 1 | |
| 1611 | 1 | |
| 1589 | 1 | |
| 1540 | 1 | |
| 1538 | 1 | |
| 1523 | 1 | |
| 1519 | 1 |
LowQualFinSF
Real number (ℝ)
ZEROS
| Distinct | 24 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.8485264 |
| Minimum | 0 |
|---|---|
| Maximum | 572 |
| Zeros | 1433 |
| Zeros (%) | 98.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 572 |
| Range | 572 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 48.639512 |
|---|---|
| Coefficient of variation (CV) | 8.3165415 |
| Kurtosis | 83.174678 |
| Mean | 5.8485264 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 9.0081487 |
| Sum | 8533 |
| Variance | 2365.8021 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 0 | 1433 | |
| 80 | 3 | 0.2% |
| 360 | 2 | 0.1% |
| 205 | 1 | 0.1% |
| 479 | 1 | 0.1% |
| 397 | 1 | 0.1% |
| 514 | 1 | 0.1% |
| 120 | 1 | 0.1% |
| 481 | 1 | 0.1% |
| 232 | 1 | 0.1% |
| Other values (14) | 14 | 1.0% |
| Value | Count | Frequency (%) |
| 0 | 1433 | |
| 53 | 1 | 0.1% |
| 80 | 3 | 0.2% |
| 120 | 1 | 0.1% |
| 144 | 1 | 0.1% |
| 156 | 1 | 0.1% |
| 205 | 1 | 0.1% |
| 232 | 1 | 0.1% |
| 234 | 1 | 0.1% |
| 360 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 572 | 1 | |
| 528 | 1 | |
| 515 | 1 | |
| 514 | 1 | |
| 513 | 1 | |
| 481 | 1 | |
| 479 | 1 | |
| 473 | 1 | |
| 420 | 1 | |
| 397 | 1 |
Grade_Living_Area
Real number (ℝ)
HIGH CORRELATION
| Distinct | 860 |
|---|---|
| Distinct (%) | 58.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1515.6415 |
| Minimum | 334 |
|---|---|
| Maximum | 5642 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 334 |
|---|---|
| 5-th percentile | 848 |
| Q1 | 1129 |
| median | 1464 |
| Q3 | 1777.5 |
| 95-th percentile | 2466.2 |
| Maximum | 5642 |
| Range | 5308 |
| Interquartile range (IQR) | 648.5 |
Descriptive statistics
| Standard deviation | 525.61661 |
|---|---|
| Coefficient of variation (CV) | 0.3467948 |
| Kurtosis | 4.8904697 |
| Mean | 1515.6415 |
| Median Absolute Deviation (MAD) | 326 |
| Skewness | 1.3655022 |
| Sum | 2211321 |
| Variance | 276272.82 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 864 | 22 | 1.5% |
| 1040 | 14 | 1.0% |
| 894 | 11 | 0.8% |
| 1456 | 10 | 0.7% |
| 848 | 10 | 0.7% |
| 1200 | 9 | 0.6% |
| 912 | 9 | 0.6% |
| 816 | 8 | 0.5% |
| 1092 | 8 | 0.5% |
| 1728 | 7 | 0.5% |
| Other values (850) | 1351 |
| Value | Count | Frequency (%) |
| 334 | 1 | 0.1% |
| 438 | 1 | 0.1% |
| 480 | 1 | 0.1% |
| 520 | 1 | 0.1% |
| 605 | 1 | 0.1% |
| 616 | 1 | 0.1% |
| 630 | 6 | |
| 672 | 2 | 0.1% |
| 691 | 1 | 0.1% |
| 693 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 5642 | 1 | |
| 4676 | 1 | |
| 4476 | 1 | |
| 4316 | 1 | |
| 3627 | 1 | |
| 3608 | 1 | |
| 3493 | 1 | |
| 3447 | 1 | |
| 3395 | 1 | |
| 3279 | 1 |
Underground_Full_Bathroom
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 15 |
| 3 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1459 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 856 | |
| 1 | 587 | |
| 2 | 15 | 1.0% |
| 3 | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 856 | |
| 1 | 587 | |
| 2 | 15 | 1.0% |
| 3 | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 856 | |
| 1 | 587 | |
| 2 | 15 | 1.0% |
| 3 | 1 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1459 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 856 | |
| 1 | 587 | |
| 2 | 15 | 1.0% |
| 3 | 1 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1459 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 856 | |
| 1 | 587 | |
| 2 | 15 | 1.0% |
| 3 | 1 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1459 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 856 | |
| 1 | 587 | |
| 2 | 15 | 1.0% |
| 3 | 1 | 0.1% |
Underground_Half_Bathroom
Categorical
IMBALANCE
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 0 | |
|---|---|
| 1 | 80 |
| 2 | 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1459 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1377 | |
| 1 | 80 | 5.5% |
| 2 | 2 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1377 | |
| 1 | 80 | 5.5% |
| 2 | 2 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1377 | |
| 1 | 80 | 5.5% |
| 2 | 2 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1459 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1377 | |
| 1 | 80 | 5.5% |
| 2 | 2 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1459 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1377 | |
| 1 | 80 | 5.5% |
| 2 | 2 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1459 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1377 | |
| 1 | 80 | 5.5% |
| 2 | 2 | 0.1% |
Full_Bathroom_Above_Grade
Categorical
HIGH CORRELATION
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 2 | |
|---|---|
| 1 | |
| 3 | 33 |
| 0 | 9 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1459 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 1 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 768 | |
| 1 | 649 | |
| 3 | 33 | 2.3% |
| 0 | 9 | 0.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 768 | |
| 1 | 649 | |
| 3 | 33 | 2.3% |
| 0 | 9 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 768 | |
| 1 | 649 | |
| 3 | 33 | 2.3% |
| 0 | 9 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1459 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 768 | |
| 1 | 649 | |
| 3 | 33 | 2.3% |
| 0 | 9 | 0.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1459 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 768 | |
| 1 | 649 | |
| 3 | 33 | 2.3% |
| 0 | 9 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1459 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 768 | |
| 1 | 649 | |
| 3 | 33 | 2.3% |
| 0 | 9 | 0.6% |
Half_Bathroom_Above_Grade
Categorical
HIGH CORRELATION
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 12 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1459 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 913 | |
| 1 | 534 | |
| 2 | 12 | 0.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 913 | |
| 1 | 534 | |
| 2 | 12 | 0.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 913 | |
| 1 | 534 | |
| 2 | 12 | 0.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1459 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 913 | |
| 1 | 534 | |
| 2 | 12 | 0.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1459 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 913 | |
| 1 | 534 | |
| 2 | 12 | 0.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1459 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 913 | |
| 1 | 534 | |
| 2 | 12 | 0.8% |
Bedroom_Above_Grade
Real number (ℝ)
HIGH CORRELATION
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.8663468 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 6 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 2 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.81605025 |
|---|---|
| Coefficient of variation (CV) | 0.28470046 |
| Kurtosis | 2.2275829 |
| Mean | 2.8663468 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.21205753 |
| Sum | 4182 |
| Variance | 0.66593802 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 3 | 803 | |
| 2 | 358 | |
| 4 | 213 | 14.6% |
| 1 | 50 | 3.4% |
| 5 | 21 | 1.4% |
| 6 | 7 | 0.5% |
| 0 | 6 | 0.4% |
| 8 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 6 | 0.4% |
| 1 | 50 | 3.4% |
| 2 | 358 | |
| 3 | 803 | |
| 4 | 213 | 14.6% |
| 5 | 21 | 1.4% |
| 6 | 7 | 0.5% |
| 8 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 8 | 1 | 0.1% |
| 6 | 7 | 0.5% |
| 5 | 21 | 1.4% |
| 4 | 213 | 14.6% |
| 3 | 803 | |
| 2 | 358 | |
| 1 | 50 | 3.4% |
| 0 | 6 | 0.4% |
Kitchen_Above_Grade
Categorical
IMBALANCE
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 1 | |
|---|---|
| 2 | 65 |
| 3 | 2 |
| 0 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1459 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 1391 | |
| 2 | 65 | 4.5% |
| 3 | 2 | 0.1% |
| 0 | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 1391 | |
| 2 | 65 | 4.5% |
| 3 | 2 | 0.1% |
| 0 | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 1391 | |
| 2 | 65 | 4.5% |
| 3 | 2 | 0.1% |
| 0 | 1 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1459 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1391 | |
| 2 | 65 | 4.5% |
| 3 | 2 | 0.1% |
| 0 | 1 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1459 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1391 | |
| 2 | 65 | 4.5% |
| 3 | 2 | 0.1% |
| 0 | 1 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1459 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1391 | |
| 2 | 65 | 4.5% |
| 3 | 2 | 0.1% |
| 0 | 1 | 0.1% |
Kitchen_Quality
Categorical
HIGH CORRELATION
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| TA | |
|---|---|
| Gd | |
| Ex | |
| Fa | 39 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 2918 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Gd |
|---|---|
| 2nd row | TA |
| 3rd row | Gd |
| 4th row | Gd |
| 5th row | Gd |
Common Values
| Value | Count | Frequency (%) |
| TA | 734 | |
| Gd | 586 | |
| Ex | 100 | 6.9% |
| Fa | 39 | 2.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta | 734 | |
| gd | 586 | |
| ex | 100 | 6.9% |
| fa | 39 | 2.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 734 | |
| A | 734 | |
| G | 586 | |
| d | 586 | |
| E | 100 | 3.4% |
| x | 100 | 3.4% |
| F | 39 | 1.3% |
| a | 39 | 1.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2918 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 734 | |
| A | 734 | |
| G | 586 | |
| d | 586 | |
| E | 100 | 3.4% |
| x | 100 | 3.4% |
| F | 39 | 1.3% |
| a | 39 | 1.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2918 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 734 | |
| A | 734 | |
| G | 586 | |
| d | 586 | |
| E | 100 | 3.4% |
| x | 100 | 3.4% |
| F | 39 | 1.3% |
| a | 39 | 1.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2918 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 734 | |
| A | 734 | |
| G | 586 | |
| d | 586 | |
| E | 100 | 3.4% |
| x | 100 | 3.4% |
| F | 39 | 1.3% |
| a | 39 | 1.3% |
Rooms_Above_Grade
Real number (ℝ)
HIGH CORRELATION
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.5181631 |
| Minimum | 2 |
|---|---|
| Maximum | 14 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5 |
| median | 6 |
| Q3 | 7 |
| 95-th percentile | 10 |
| Maximum | 14 |
| Range | 12 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.625894 |
|---|---|
| Coefficient of variation (CV) | 0.24944052 |
| Kurtosis | 0.87804615 |
| Mean | 6.5181631 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.67554669 |
| Sum | 9510 |
| Variance | 2.6435313 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 6 | 401 | |
| 7 | 329 | |
| 5 | 275 | |
| 8 | 187 | |
| 4 | 97 | 6.6% |
| 9 | 75 | 5.1% |
| 10 | 47 | 3.2% |
| 11 | 18 | 1.2% |
| 3 | 17 | 1.2% |
| 12 | 11 | 0.8% |
| Other values (2) | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 2 | 1 | 0.1% |
| 3 | 17 | 1.2% |
| 4 | 97 | 6.6% |
| 5 | 275 | |
| 6 | 401 | |
| 7 | 329 | |
| 8 | 187 | |
| 9 | 75 | 5.1% |
| 10 | 47 | 3.2% |
| 11 | 18 | 1.2% |
| Value | Count | Frequency (%) |
| 14 | 1 | 0.1% |
| 12 | 11 | 0.8% |
| 11 | 18 | 1.2% |
| 10 | 47 | 3.2% |
| 9 | 75 | 5.1% |
| 8 | 187 | |
| 7 | 329 | |
| 6 | 401 | |
| 5 | 275 | |
| 4 | 97 | 6.6% |
Functional_Rate
Categorical
IMBALANCE
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| TF | |
|---|---|
| MD2 | 34 |
| MD1 | 31 |
| MajD1 | 14 |
| MD | 14 |
| Other values (3) | 7 |
Length
| Max length | 5 |
|---|---|
| Median length | 2 |
| Mean length | 2.0836189 |
| Min length | 2 |
Characters and Unicode
| Total characters | 3040 |
|---|---|
| Distinct characters | 9 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | TF |
|---|---|
| 2nd row | TF |
| 3rd row | TF |
| 4th row | TF |
| 5th row | TF |
Common Values
| Value | Count | Frequency (%) |
| TF | 1359 | |
| MD2 | 34 | 2.3% |
| MD1 | 31 | 2.1% |
| MajD1 | 14 | 1.0% |
| MD | 14 | 1.0% |
| MajD2 | 5 | 0.3% |
| SD | 1 | 0.1% |
| MS | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| tf | 1359 | |
| md2 | 34 | 2.3% |
| md1 | 31 | 2.1% |
| majd1 | 14 | 1.0% |
| md | 14 | 1.0% |
| majd2 | 5 | 0.3% |
| sd | 1 | 0.1% |
| ms | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 1359 | |
| F | 1359 | |
| M | 99 | 3.3% |
| D | 99 | 3.3% |
| 1 | 45 | 1.5% |
| 2 | 39 | 1.3% |
| a | 19 | 0.6% |
| j | 19 | 0.6% |
| S | 2 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3040 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 1359 | |
| F | 1359 | |
| M | 99 | 3.3% |
| D | 99 | 3.3% |
| 1 | 45 | 1.5% |
| 2 | 39 | 1.3% |
| a | 19 | 0.6% |
| j | 19 | 0.6% |
| S | 2 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3040 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 1359 | |
| F | 1359 | |
| M | 99 | 3.3% |
| D | 99 | 3.3% |
| 1 | 45 | 1.5% |
| 2 | 39 | 1.3% |
| a | 19 | 0.6% |
| j | 19 | 0.6% |
| S | 2 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3040 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 1359 | |
| F | 1359 | |
| M | 99 | 3.3% |
| D | 99 | 3.3% |
| 1 | 45 | 1.5% |
| 2 | 39 | 1.3% |
| a | 19 | 0.6% |
| j | 19 | 0.6% |
| S | 2 | 0.1% |
Fireplaces
Categorical
HIGH CORRELATION
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | |
| 3 | 5 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1459 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 689 | |
| 1 | 650 | |
| 2 | 115 | 7.9% |
| 3 | 5 | 0.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 689 | |
| 1 | 650 | |
| 2 | 115 | 7.9% |
| 3 | 5 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 689 | |
| 1 | 650 | |
| 2 | 115 | 7.9% |
| 3 | 5 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1459 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 689 | |
| 1 | 650 | |
| 2 | 115 | 7.9% |
| 3 | 5 | 0.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1459 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 689 | |
| 1 | 650 | |
| 2 | 115 | 7.9% |
| 3 | 5 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1459 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 689 | |
| 1 | 650 | |
| 2 | 115 | 7.9% |
| 3 | 5 | 0.3% |
Garage
Categorical
IMBALANCE
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| Attchd | |
|---|---|
| Detchd | |
| BuiltIn | 88 |
| Basment | 19 |
| CarPort | 9 |
| Other values (2) | 6 |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 6.0760795 |
| Min length | 5 |
Characters and Unicode
| Total characters | 8865 |
|---|---|
| Distinct characters | 25 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | Attchd |
|---|---|
| 2nd row | Attchd |
| 3rd row | Attchd |
| 4th row | Detchd |
| 5th row | Attchd |
Common Values
| Value | Count | Frequency (%) |
| Attchd | 950 | |
| Detchd | 387 | |
| BuiltIn | 88 | 6.0% |
| Basment | 19 | 1.3% |
| CarPort | 9 | 0.6% |
| 2TFes | 5 | 0.3% |
| 2Types | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| attchd | 950 | |
| detchd | 387 | |
| builtin | 88 | 6.0% |
| basment | 19 | 1.3% |
| carport | 9 | 0.6% |
| 2tfes | 5 | 0.3% |
| 2types | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 2403 | |
| c | 1337 | |
| h | 1337 | |
| d | 1337 | |
| A | 950 | 10.7% |
| e | 412 | 4.6% |
| D | 387 | 4.4% |
| n | 107 | 1.2% |
| B | 107 | 1.2% |
| u | 88 | 1.0% |
| Other values (15) | 400 | 4.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8865 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| t | 2403 | |
| c | 1337 | |
| h | 1337 | |
| d | 1337 | |
| A | 950 | 10.7% |
| e | 412 | 4.6% |
| D | 387 | 4.4% |
| n | 107 | 1.2% |
| B | 107 | 1.2% |
| u | 88 | 1.0% |
| Other values (15) | 400 | 4.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8865 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| t | 2403 | |
| c | 1337 | |
| h | 1337 | |
| d | 1337 | |
| A | 950 | 10.7% |
| e | 412 | 4.6% |
| D | 387 | 4.4% |
| n | 107 | 1.2% |
| B | 107 | 1.2% |
| u | 88 | 1.0% |
| Other values (15) | 400 | 4.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8865 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| t | 2403 | |
| c | 1337 | |
| h | 1337 | |
| d | 1337 | |
| A | 950 | 10.7% |
| e | 412 | 4.6% |
| D | 387 | 4.4% |
| n | 107 | 1.2% |
| B | 107 | 1.2% |
| u | 88 | 1.0% |
| Other values (15) | 400 | 4.5% |
Garage_Built_Year
Real number (ℝ)
HIGH CORRELATION
| Distinct | 97 |
|---|---|
| Distinct (%) | 6.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1979.9863 |
| Minimum | 1900 |
|---|---|
| Maximum | 2010 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1900 |
|---|---|
| 5-th percentile | 1930 |
| Q1 | 1962 |
| median | 1985 |
| Q3 | 2003 |
| 95-th percentile | 2007 |
| Maximum | 2010 |
| Range | 110 |
| Interquartile range (IQR) | 41 |
Descriptive statistics
| Standard deviation | 24.755065 |
|---|---|
| Coefficient of variation (CV) | 0.012502645 |
| Kurtosis | -0.36195312 |
| Mean | 1979.9863 |
| Median Absolute Deviation (MAD) | 19 |
| Skewness | -0.72041017 |
| Sum | 2888800 |
| Variance | 612.81326 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2005 | 146 | 10.0% |
| 2006 | 59 | 4.0% |
| 2004 | 53 | 3.6% |
| 2003 | 50 | 3.4% |
| 2007 | 49 | 3.4% |
| 1977 | 35 | 2.4% |
| 1998 | 31 | 2.1% |
| 1999 | 30 | 2.1% |
| 1976 | 29 | 2.0% |
| 2008 | 29 | 2.0% |
| Other values (87) | 948 |
| Value | Count | Frequency (%) |
| 1900 | 1 | 0.1% |
| 1906 | 1 | 0.1% |
| 1908 | 1 | 0.1% |
| 1910 | 3 | 0.2% |
| 1914 | 2 | 0.1% |
| 1915 | 2 | 0.1% |
| 1916 | 5 | 0.3% |
| 1918 | 2 | 0.1% |
| 1920 | 14 | |
| 1921 | 3 | 0.2% |
| Value | Count | Frequency (%) |
| 2010 | 3 | 0.2% |
| 2009 | 21 | 1.4% |
| 2008 | 29 | 2.0% |
| 2007 | 49 | 3.4% |
| 2006 | 59 | |
| 2005 | 146 | |
| 2004 | 53 | 3.6% |
| 2003 | 50 | 3.4% |
| 2002 | 26 | 1.8% |
| 2001 | 20 | 1.4% |
Garage_Finish_Year
Categorical
HIGH CORRELATION
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| Unf | |
|---|---|
| RFn | |
| Fin |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4377 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | RFn |
|---|---|
| 2nd row | RFn |
| 3rd row | RFn |
| 4th row | Unf |
| 5th row | RFn |
Common Values
| Value | Count | Frequency (%) |
| Unf | 686 | |
| RFn | 422 | |
| Fin | 351 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| unf | 686 | |
| rfn | 422 | |
| fin | 351 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 1459 | |
| F | 773 | |
| U | 686 | |
| f | 686 | |
| R | 422 | 9.6% |
| i | 351 | 8.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4377 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 1459 | |
| F | 773 | |
| U | 686 | |
| f | 686 | |
| R | 422 | 9.6% |
| i | 351 | 8.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4377 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 1459 | |
| F | 773 | |
| U | 686 | |
| f | 686 | |
| R | 422 | 9.6% |
| i | 351 | 8.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4377 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 1459 | |
| F | 773 | |
| U | 686 | |
| f | 686 | |
| R | 422 | 9.6% |
| i | 351 | 8.0% |
Garage_Size
Categorical
HIGH CORRELATION
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 2 | |
|---|---|
| 1 | |
| 3 | |
| 0 | 81 |
| 4 | 5 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1459 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 3 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 824 | |
| 1 | 368 | |
| 3 | 181 | 12.4% |
| 0 | 81 | 5.6% |
| 4 | 5 | 0.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 824 | |
| 1 | 368 | |
| 3 | 181 | 12.4% |
| 0 | 81 | 5.6% |
| 4 | 5 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 824 | |
| 1 | 368 | |
| 3 | 181 | 12.4% |
| 0 | 81 | 5.6% |
| 4 | 5 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1459 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 824 | |
| 1 | 368 | |
| 3 | 181 | 12.4% |
| 0 | 81 | 5.6% |
| 4 | 5 | 0.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1459 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 824 | |
| 1 | 368 | |
| 3 | 181 | 12.4% |
| 0 | 81 | 5.6% |
| 4 | 5 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1459 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 824 | |
| 1 | 368 | |
| 3 | 181 | 12.4% |
| 0 | 81 | 5.6% |
| 4 | 5 | 0.3% |
Garage_Area
Real number (ℝ)
UNIQUE
| Distinct | 1459 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 470.93479 |
| Minimum | -129.36935 |
|---|---|
| Maximum | 1147.4881 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 19 |
| Negative (%) | 1.3% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | -129.36935 |
|---|---|
| 5-th percentile | 119.1031 |
| Q1 | 329.29049 |
| median | 471.02812 |
| Q3 | 607.18498 |
| 95-th percentile | 822.15482 |
| Maximum | 1147.4881 |
| Range | 1276.8574 |
| Interquartile range (IQR) | 277.89449 |
Descriptive statistics
| Standard deviation | 210.66879 |
|---|---|
| Coefficient of variation (CV) | 0.44734174 |
| Kurtosis | -0.079933697 |
| Mean | 470.93479 |
| Median Absolute Deviation (MAD) | 139.42754 |
| Skewness | 0.028702268 |
| Sum | 687093.85 |
| Variance | 44381.338 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1085.793744 | 1 | 0.1% |
| 828.3568298 | 1 | 0.1% |
| 168.162022 | 1 | 0.1% |
| 563.5899113 | 1 | 0.1% |
| 395.5126781 | 1 | 0.1% |
| -11.28700838 | 1 | 0.1% |
| 126.5635725 | 1 | 0.1% |
| 320.3321246 | 1 | 0.1% |
| 424.3400246 | 1 | 0.1% |
| 667.2084974 | 1 | 0.1% |
| Other values (1449) | 1449 |
| Value | Count | Frequency (%) |
| -129.36935 | 1 | |
| -126.4056204 | 1 | |
| -124.8322537 | 1 | |
| -112.3634615 | 1 | |
| -82.2020445 | 1 | |
| -81.84389859 | 1 | |
| -70.72055468 | 1 | |
| -59.87841229 | 1 | |
| -58.35289021 | 1 | |
| -57.04193714 | 1 |
| Value | Count | Frequency (%) |
| 1147.488093 | 1 | |
| 1085.793744 | 1 | |
| 1076.811737 | 1 | |
| 1062.633862 | 1 | |
| 1054.661106 | 1 | |
| 1051.583968 | 1 | |
| 1042.882904 | 1 | |
| 1028.172837 | 1 | |
| 1013.645334 | 1 | |
| 1004.528225 | 1 |
Garage_Quality
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| TA | |
|---|---|
| Fa | 48 |
| Gd | 14 |
| Ex | 3 |
| Po | 3 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 2918 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | TA |
|---|---|
| 2nd row | TA |
| 3rd row | TA |
| 4th row | TA |
| 5th row | TA |
Common Values
| Value | Count | Frequency (%) |
| TA | 1391 | |
| Fa | 48 | 3.3% |
| Gd | 14 | 1.0% |
| Ex | 3 | 0.2% |
| Po | 3 | 0.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta | 1391 | |
| fa | 48 | 3.3% |
| gd | 14 | 1.0% |
| ex | 3 | 0.2% |
| po | 3 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 1391 | |
| A | 1391 | |
| F | 48 | 1.6% |
| a | 48 | 1.6% |
| G | 14 | 0.5% |
| d | 14 | 0.5% |
| E | 3 | 0.1% |
| x | 3 | 0.1% |
| P | 3 | 0.1% |
| o | 3 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2918 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 1391 | |
| A | 1391 | |
| F | 48 | 1.6% |
| a | 48 | 1.6% |
| G | 14 | 0.5% |
| d | 14 | 0.5% |
| E | 3 | 0.1% |
| x | 3 | 0.1% |
| P | 3 | 0.1% |
| o | 3 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2918 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 1391 | |
| A | 1391 | |
| F | 48 | 1.6% |
| a | 48 | 1.6% |
| G | 14 | 0.5% |
| d | 14 | 0.5% |
| E | 3 | 0.1% |
| x | 3 | 0.1% |
| P | 3 | 0.1% |
| o | 3 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2918 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 1391 | |
| A | 1391 | |
| F | 48 | 1.6% |
| a | 48 | 1.6% |
| G | 14 | 0.5% |
| d | 14 | 0.5% |
| E | 3 | 0.1% |
| x | 3 | 0.1% |
| P | 3 | 0.1% |
| o | 3 | 0.1% |
Garage_Condition
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| TA | |
|---|---|
| Fa | 35 |
| Gd | 9 |
| Po | 7 |
| Ex | 2 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 2918 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | TA |
|---|---|
| 2nd row | TA |
| 3rd row | TA |
| 4th row | TA |
| 5th row | TA |
Common Values
| Value | Count | Frequency (%) |
| TA | 1406 | |
| Fa | 35 | 2.4% |
| Gd | 9 | 0.6% |
| Po | 7 | 0.5% |
| Ex | 2 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta | 1406 | |
| fa | 35 | 2.4% |
| gd | 9 | 0.6% |
| po | 7 | 0.5% |
| ex | 2 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 1406 | |
| A | 1406 | |
| F | 35 | 1.2% |
| a | 35 | 1.2% |
| G | 9 | 0.3% |
| d | 9 | 0.3% |
| P | 7 | 0.2% |
| o | 7 | 0.2% |
| E | 2 | 0.1% |
| x | 2 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2918 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 1406 | |
| A | 1406 | |
| F | 35 | 1.2% |
| a | 35 | 1.2% |
| G | 9 | 0.3% |
| d | 9 | 0.3% |
| P | 7 | 0.2% |
| o | 7 | 0.2% |
| E | 2 | 0.1% |
| x | 2 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2918 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 1406 | |
| A | 1406 | |
| F | 35 | 1.2% |
| a | 35 | 1.2% |
| G | 9 | 0.3% |
| d | 9 | 0.3% |
| P | 7 | 0.2% |
| o | 7 | 0.2% |
| E | 2 | 0.1% |
| x | 2 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2918 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 1406 | |
| A | 1406 | |
| F | 35 | 1.2% |
| a | 35 | 1.2% |
| G | 9 | 0.3% |
| d | 9 | 0.3% |
| P | 7 | 0.2% |
| o | 7 | 0.2% |
| E | 2 | 0.1% |
| x | 2 | 0.1% |
Pavedd_Drive
Categorical
IMBALANCE
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| Y | |
|---|---|
| N | 90 |
| P | 30 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1459 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Y |
|---|---|
| 2nd row | Y |
| 3rd row | Y |
| 4th row | Y |
| 5th row | Y |
Common Values
| Value | Count | Frequency (%) |
| Y | 1339 | |
| N | 90 | 6.2% |
| P | 30 | 2.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| y | 1339 | |
| n | 90 | 6.2% |
| p | 30 | 2.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| Y | 1339 | |
| N | 90 | 6.2% |
| P | 30 | 2.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1459 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| Y | 1339 | |
| N | 90 | 6.2% |
| P | 30 | 2.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1459 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| Y | 1339 | |
| N | 90 | 6.2% |
| P | 30 | 2.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1459 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| Y | 1339 | |
| N | 90 | 6.2% |
| P | 30 | 2.1% |
W_Deck_Area
Real number (ℝ)
UNIQUE
| Distinct | 1459 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 93.015667 |
| Minimum | -338.11203 |
|---|---|
| Maximum | 572.29871 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 337 |
| Negative (%) | 23.1% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | -338.11203 |
|---|---|
| 5-th percentile | -108.27228 |
| Q1 | 9.6560262 |
| median | 92.803628 |
| Q3 | 180.33599 |
| 95-th percentile | 295.54129 |
| Maximum | 572.29871 |
| Range | 910.41074 |
| Interquartile range (IQR) | 170.67996 |
Descriptive statistics
| Standard deviation | 124.79668 |
|---|---|
| Coefficient of variation (CV) | 1.3416738 |
| Kurtosis | 0.060856968 |
| Mean | 93.015667 |
| Median Absolute Deviation (MAD) | 85.437165 |
| Skewness | -0.046888522 |
| Sum | 135709.86 |
| Variance | 15574.212 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 163.7880797 | 1 | 0.1% |
| 131.8609302 | 1 | 0.1% |
| -51.66659744 | 1 | 0.1% |
| -25.65432984 | 1 | 0.1% |
| -53.8316252 | 1 | 0.1% |
| 112.1456298 | 1 | 0.1% |
| 80.35616594 | 1 | 0.1% |
| 203.8359801 | 1 | 0.1% |
| -11.74214909 | 1 | 0.1% |
| 40.70591959 | 1 | 0.1% |
| Other values (1449) | 1449 |
| Value | Count | Frequency (%) |
| -338.1120307 | 1 | |
| -311.0859231 | 1 | |
| -307.235997 | 1 | |
| -302.516923 | 1 | |
| -291.5278827 | 1 | |
| -258.3666053 | 1 | |
| -240.8640854 | 1 | |
| -235.9486047 | 1 | |
| -224.5557613 | 1 | |
| -206.5605351 | 1 |
| Value | Count | Frequency (%) |
| 572.298709 | 1 | |
| 472.1021466 | 1 | |
| 429.7341693 | 1 | |
| 419.919982 | 1 | |
| 418.9246382 | 1 | |
| 416.0114149 | 1 | |
| 414.5076661 | 1 | |
| 405.3968427 | 1 | |
| 403.949033 | 1 | |
| 397.2455121 | 1 |
Open_Lobby_Area
Real number (ℝ)
UNIQUE
| Distinct | 1459 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 47.811902 |
| Minimum | -187.14996 |
|---|---|
| Maximum | 255.36255 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 357 |
| Negative (%) | 24.5% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | -187.14996 |
|---|---|
| 5-th percentile | -61.64739 |
| Q1 | 1.8431858 |
| median | 46.837919 |
| Q3 | 96.523486 |
| 95-th percentile | 158.29332 |
| Maximum | 255.36255 |
| Range | 442.51251 |
| Interquartile range (IQR) | 94.6803 |
Descriptive statistics
| Standard deviation | 67.467586 |
|---|---|
| Coefficient of variation (CV) | 1.4111044 |
| Kurtosis | -0.16720414 |
| Mean | 47.811902 |
| Median Absolute Deviation (MAD) | 47.916407 |
| Skewness | -0.071551821 |
| Sum | 69757.564 |
| Variance | 4551.8752 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 69.59611493 | 1 | 0.1% |
| 74.99625869 | 1 | 0.1% |
| -56.25605537 | 1 | 0.1% |
| -9.736793101 | 1 | 0.1% |
| 17.63397485 | 1 | 0.1% |
| 70.53182623 | 1 | 0.1% |
| -34.47834204 | 1 | 0.1% |
| 66.35584231 | 1 | 0.1% |
| 60.30751572 | 1 | 0.1% |
| 11.85816205 | 1 | 0.1% |
| Other values (1449) | 1449 |
| Value | Count | Frequency (%) |
| -187.1499582 | 1 | |
| -158.6444955 | 1 | |
| -153.4406273 | 1 | |
| -152.8348404 | 1 | |
| -143.85371 | 1 | |
| -143.6791946 | 1 | |
| -135.7050552 | 1 | |
| -131.6942607 | 1 | |
| -127.0539984 | 1 | |
| -120.3395999 | 1 |
| Value | Count | Frequency (%) |
| 255.3625472 | 1 | |
| 234.9799811 | 1 | |
| 234.6755772 | 1 | |
| 233.5972082 | 1 | |
| 221.5144804 | 1 | |
| 220.0211435 | 1 | |
| 219.2671224 | 1 | |
| 217.1241162 | 1 | |
| 207.3851546 | 1 | |
| 199.5080751 | 1 |
Enclosed_Lobby_Area
Real number (ℝ)
UNIQUE
| Distinct | 1459 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.580227 |
| Minimum | -164.80739 |
|---|---|
| Maximum | 225.76271 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 489 |
| Negative (%) | 33.5% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | -164.80739 |
|---|---|
| 5-th percentile | -77.072695 |
| Q1 | -16.807302 |
| median | 25.026953 |
| Q3 | 66.237591 |
| 95-th percentile | 123.77804 |
| Maximum | 225.76271 |
| Range | 390.5701 |
| Interquartile range (IQR) | 83.044893 |
Descriptive statistics
| Standard deviation | 61.353507 |
|---|---|
| Coefficient of variation (CV) | 2.4960513 |
| Kurtosis | -0.091927327 |
| Mean | 24.580227 |
| Median Absolute Deviation (MAD) | 41.586447 |
| Skewness | -0.044954662 |
| Sum | 35862.551 |
| Variance | 3764.2528 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 20.33793445 | 1 | 0.1% |
| 51.83597088 | 1 | 0.1% |
| 3.44179412 | 1 | 0.1% |
| 137.4484538 | 1 | 0.1% |
| -62.70091899 | 1 | 0.1% |
| -16.41256596 | 1 | 0.1% |
| 7.408243523 | 1 | 0.1% |
| -73.45357278 | 1 | 0.1% |
| 57.88094347 | 1 | 0.1% |
| -58.44841067 | 1 | 0.1% |
| Other values (1449) | 1449 |
| Value | Count | Frequency (%) |
| -164.8073862 | 1 | |
| -162.5656332 | 1 | |
| -153.7190358 | 1 | |
| -153.1497485 | 1 | |
| -143.7239732 | 1 | |
| -132.889248 | 1 | |
| -131.7195197 | 1 | |
| -130.4784315 | 1 | |
| -128.6889476 | 1 | |
| -127.6716564 | 1 |
| Value | Count | Frequency (%) |
| 225.7627141 | 1 | |
| 197.4338667 | 1 | |
| 196.0229395 | 1 | |
| 192.8390493 | 1 | |
| 190.9902305 | 1 | |
| 183.7306686 | 1 | |
| 183.5293171 | 1 | |
| 182.7689544 | 1 | |
| 178.232105 | 1 | |
| 177.3587157 | 1 |
Three_Season_Lobby_Area
Real number (ℝ)
ZEROS
| Distinct | 20 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.411926 |
| Minimum | 0 |
|---|---|
| Maximum | 508 |
| Zeros | 1435 |
| Zeros (%) | 98.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 508 |
| Range | 508 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 29.327247 |
|---|---|
| Coefficient of variation (CV) | 8.5955109 |
| Kurtosis | 123.57497 |
| Mean | 3.411926 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 10.300725 |
| Sum | 4978 |
| Variance | 860.0874 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 0 | 1435 | |
| 168 | 3 | 0.2% |
| 144 | 2 | 0.1% |
| 180 | 2 | 0.1% |
| 216 | 2 | 0.1% |
| 290 | 1 | 0.1% |
| 153 | 1 | 0.1% |
| 96 | 1 | 0.1% |
| 23 | 1 | 0.1% |
| 162 | 1 | 0.1% |
| Other values (10) | 10 | 0.7% |
| Value | Count | Frequency (%) |
| 0 | 1435 | |
| 23 | 1 | 0.1% |
| 96 | 1 | 0.1% |
| 130 | 1 | 0.1% |
| 140 | 1 | 0.1% |
| 144 | 2 | 0.1% |
| 153 | 1 | 0.1% |
| 162 | 1 | 0.1% |
| 168 | 3 | 0.2% |
| 180 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 508 | 1 | |
| 407 | 1 | |
| 320 | 1 | |
| 304 | 1 | |
| 290 | 1 | |
| 245 | 1 | |
| 238 | 1 | |
| 216 | 2 | |
| 196 | 1 | |
| 182 | 1 |
Screen_Lobby_Area
Real number (ℝ)
ZEROS
| Distinct | 76 |
|---|---|
| Distinct (%) | 5.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.071282 |
| Minimum | 0 |
|---|---|
| Maximum | 480 |
| Zeros | 1343 |
| Zeros (%) | 92.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 160 |
| Maximum | 480 |
| Range | 480 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 55.775138 |
|---|---|
| Coefficient of variation (CV) | 3.7007561 |
| Kurtosis | 18.423508 |
| Mean | 15.071282 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.1205716 |
| Sum | 21989 |
| Variance | 3110.866 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1343 | |
| 192 | 6 | 0.4% |
| 120 | 5 | 0.3% |
| 224 | 5 | 0.3% |
| 189 | 4 | 0.3% |
| 180 | 4 | 0.3% |
| 147 | 3 | 0.2% |
| 90 | 3 | 0.2% |
| 160 | 3 | 0.2% |
| 144 | 3 | 0.2% |
| Other values (66) | 80 | 5.5% |
| Value | Count | Frequency (%) |
| 0 | 1343 | |
| 40 | 1 | 0.1% |
| 53 | 1 | 0.1% |
| 60 | 1 | 0.1% |
| 63 | 1 | 0.1% |
| 80 | 1 | 0.1% |
| 90 | 3 | 0.2% |
| 95 | 1 | 0.1% |
| 99 | 1 | 0.1% |
| 100 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 480 | 1 | |
| 440 | 1 | |
| 410 | 1 | |
| 396 | 1 | |
| 385 | 1 | |
| 374 | 1 | |
| 322 | 1 | |
| 312 | 1 | |
| 291 | 1 | |
| 288 | 2 |
Pool_Area
Real number (ℝ)
ZEROS
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.7607951 |
| Minimum | 0 |
|---|---|
| Maximum | 738 |
| Zeros | 1452 |
| Zeros (%) | 99.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 738 |
| Range | 738 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 40.191018 |
|---|---|
| Coefficient of variation (CV) | 14.557769 |
| Kurtosis | 223.11271 |
| Mean | 2.7607951 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 14.823236 |
| Sum | 4028 |
| Variance | 1615.3179 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 0 | 1452 | |
| 512 | 1 | 0.1% |
| 648 | 1 | 0.1% |
| 576 | 1 | 0.1% |
| 555 | 1 | 0.1% |
| 480 | 1 | 0.1% |
| 519 | 1 | 0.1% |
| 738 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1452 | |
| 480 | 1 | 0.1% |
| 512 | 1 | 0.1% |
| 519 | 1 | 0.1% |
| 555 | 1 | 0.1% |
| 576 | 1 | 0.1% |
| 648 | 1 | 0.1% |
| 738 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 738 | 1 | 0.1% |
| 648 | 1 | 0.1% |
| 576 | 1 | 0.1% |
| 555 | 1 | 0.1% |
| 519 | 1 | 0.1% |
| 512 | 1 | 0.1% |
| 480 | 1 | 0.1% |
| 0 | 1452 |
Miscellaneous_Value
Real number (ℝ)
SKEWED ZEROS
| Distinct | 21 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43.518849 |
| Minimum | 0 |
|---|---|
| Maximum | 15500 |
| Zeros | 1407 |
| Zeros (%) | 96.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 15500 |
| Range | 15500 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 496.29183 |
|---|---|
| Coefficient of variation (CV) | 11.404066 |
| Kurtosis | 700.52431 |
| Mean | 43.518849 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 24.468441 |
| Sum | 63494 |
| Variance | 246305.58 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 0 | 1407 | |
| 400 | 11 | 0.8% |
| 500 | 8 | 0.5% |
| 700 | 5 | 0.3% |
| 450 | 4 | 0.3% |
| 600 | 4 | 0.3% |
| 2000 | 4 | 0.3% |
| 1200 | 2 | 0.1% |
| 480 | 2 | 0.1% |
| 15500 | 1 | 0.1% |
| Other values (11) | 11 | 0.8% |
| Value | Count | Frequency (%) |
| 0 | 1407 | |
| 54 | 1 | 0.1% |
| 350 | 1 | 0.1% |
| 400 | 11 | 0.8% |
| 450 | 4 | 0.3% |
| 480 | 2 | 0.1% |
| 500 | 8 | 0.5% |
| 560 | 1 | 0.1% |
| 600 | 4 | 0.3% |
| 620 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 15500 | 1 | 0.1% |
| 8300 | 1 | 0.1% |
| 3500 | 1 | 0.1% |
| 2500 | 1 | 0.1% |
| 2000 | 4 | |
| 1400 | 1 | 0.1% |
| 1300 | 1 | 0.1% |
| 1200 | 2 | |
| 1150 | 1 | 0.1% |
| 800 | 1 | 0.1% |
Month_Sold
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.3221385 |
| Minimum | 1 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 5 |
| median | 6 |
| Q3 | 8 |
| 95-th percentile | 11 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.7045401 |
|---|---|
| Coefficient of variation (CV) | 0.42778881 |
| Kurtosis | -0.40590861 |
| Mean | 6.3221385 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.21173967 |
| Sum | 9224 |
| Variance | 7.314537 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 6 | 252 | |
| 7 | 234 | |
| 5 | 204 | |
| 4 | 141 | |
| 8 | 122 | |
| 3 | 106 | |
| 10 | 89 | 6.1% |
| 11 | 79 | 5.4% |
| 9 | 63 | 4.3% |
| 12 | 59 | 4.0% |
| Other values (2) | 110 |
| Value | Count | Frequency (%) |
| 1 | 58 | 4.0% |
| 2 | 52 | 3.6% |
| 3 | 106 | |
| 4 | 141 | |
| 5 | 204 | |
| 6 | 252 | |
| 7 | 234 | |
| 8 | 122 | |
| 9 | 63 | 4.3% |
| 10 | 89 | 6.1% |
| Value | Count | Frequency (%) |
| 12 | 59 | 4.0% |
| 11 | 79 | 5.4% |
| 10 | 89 | 6.1% |
| 9 | 63 | 4.3% |
| 8 | 122 | |
| 7 | 234 | |
| 6 | 252 | |
| 5 | 204 | |
| 4 | 141 | |
| 3 | 106 |
Year_Sold
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 2009 | |
|---|---|
| 2007 | |
| 2006 | |
| 2008 | |
| 2010 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 5836 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2008 |
|---|---|
| 2nd row | 2007 |
| 3rd row | 2008 |
| 4th row | 2006 |
| 5th row | 2008 |
Common Values
| Value | Count | Frequency (%) |
| 2009 | 338 | |
| 2007 | 329 | |
| 2006 | 314 | |
| 2008 | 303 | |
| 2010 | 175 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2009 | 338 | |
| 2007 | 329 | |
| 2006 | 314 | |
| 2008 | 303 | |
| 2010 | 175 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2918 | |
| 2 | 1459 | |
| 9 | 338 | 5.8% |
| 7 | 329 | 5.6% |
| 6 | 314 | 5.4% |
| 8 | 303 | 5.2% |
| 1 | 175 | 3.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5836 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2918 | |
| 2 | 1459 | |
| 9 | 338 | 5.8% |
| 7 | 329 | 5.6% |
| 6 | 314 | 5.4% |
| 8 | 303 | 5.2% |
| 1 | 175 | 3.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5836 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2918 | |
| 2 | 1459 | |
| 9 | 338 | 5.8% |
| 7 | 329 | 5.6% |
| 6 | 314 | 5.4% |
| 8 | 303 | 5.2% |
| 1 | 175 | 3.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5836 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2918 | |
| 2 | 1459 | |
| 9 | 338 | 5.8% |
| 7 | 329 | 5.6% |
| 6 | 314 | 5.4% |
| 8 | 303 | 5.2% |
| 1 | 175 | 3.0% |
Sale_Type
Categorical
IMBALANCE
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| WD | |
|---|---|
| New | 122 |
| COD | 43 |
| ConLD | 9 |
| ConLI | 5 |
| Other values (4) | 14 |
Length
| Max length | 5 |
|---|---|
| Median length | 2 |
| Mean length | 2.1583276 |
| Min length | 2 |
Characters and Unicode
| Total characters | 3149 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | WD |
|---|---|
| 2nd row | WD |
| 3rd row | WD |
| 4th row | WD |
| 5th row | WD |
Common Values
| Value | Count | Frequency (%) |
| WD | 1266 | |
| New | 122 | 8.4% |
| COD | 43 | 2.9% |
| ConLD | 9 | 0.6% |
| ConLI | 5 | 0.3% |
| ConLw | 5 | 0.3% |
| CWD | 4 | 0.3% |
| Oth | 3 | 0.2% |
| Con | 2 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| wd | 1266 | |
| new | 122 | 8.4% |
| cod | 43 | 2.9% |
| conld | 9 | 0.6% |
| conli | 5 | 0.3% |
| conlw | 5 | 0.3% |
| cwd | 4 | 0.3% |
| oth | 3 | 0.2% |
| con | 2 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| D | 1322 | |
| W | 1270 | |
| w | 127 | 4.0% |
| N | 122 | 3.9% |
| e | 122 | 3.9% |
| C | 68 | 2.2% |
| O | 46 | 1.5% |
| o | 21 | 0.7% |
| n | 21 | 0.7% |
| L | 19 | 0.6% |
| Other values (3) | 11 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3149 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| D | 1322 | |
| W | 1270 | |
| w | 127 | 4.0% |
| N | 122 | 3.9% |
| e | 122 | 3.9% |
| C | 68 | 2.2% |
| O | 46 | 1.5% |
| o | 21 | 0.7% |
| n | 21 | 0.7% |
| L | 19 | 0.6% |
| Other values (3) | 11 | 0.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3149 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| D | 1322 | |
| W | 1270 | |
| w | 127 | 4.0% |
| N | 122 | 3.9% |
| e | 122 | 3.9% |
| C | 68 | 2.2% |
| O | 46 | 1.5% |
| o | 21 | 0.7% |
| n | 21 | 0.7% |
| L | 19 | 0.6% |
| Other values (3) | 11 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3149 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| D | 1322 | |
| W | 1270 | |
| w | 127 | 4.0% |
| N | 122 | 3.9% |
| e | 122 | 3.9% |
| C | 68 | 2.2% |
| O | 46 | 1.5% |
| o | 21 | 0.7% |
| n | 21 | 0.7% |
| L | 19 | 0.6% |
| Other values (3) | 11 | 0.3% |
Sale_Condition
Categorical
IMBALANCE
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| Normal | |
|---|---|
| Partial | |
| Abnorml | 101 |
| Family | 20 |
| Alloca | 12 |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 6.1576422 |
| Min length | 6 |
Characters and Unicode
| Total characters | 8984 |
|---|---|
| Distinct characters | 18 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Normal |
|---|---|
| 2nd row | Normal |
| 3rd row | Normal |
| 4th row | Abnorml |
| 5th row | Normal |
Common Values
| Value | Count | Frequency (%) |
| Normal | 1197 | |
| Partial | 125 | 8.6% |
| Abnorml | 101 | 6.9% |
| Family | 20 | 1.4% |
| Alloca | 12 | 0.8% |
| AdjLand | 4 | 0.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| normal | 1197 | |
| partial | 125 | 8.6% |
| abnorml | 101 | 6.9% |
| family | 20 | 1.4% |
| alloca | 12 | 0.8% |
| adjland | 4 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 1483 | |
| l | 1467 | |
| r | 1423 | |
| m | 1318 | |
| o | 1310 | |
| N | 1197 | |
| i | 145 | 1.6% |
| P | 125 | 1.4% |
| t | 125 | 1.4% |
| A | 117 | 1.3% |
| Other values (8) | 274 | 3.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8984 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 1483 | |
| l | 1467 | |
| r | 1423 | |
| m | 1318 | |
| o | 1310 | |
| N | 1197 | |
| i | 145 | 1.6% |
| P | 125 | 1.4% |
| t | 125 | 1.4% |
| A | 117 | 1.3% |
| Other values (8) | 274 | 3.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8984 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 1483 | |
| l | 1467 | |
| r | 1423 | |
| m | 1318 | |
| o | 1310 | |
| N | 1197 | |
| i | 145 | 1.6% |
| P | 125 | 1.4% |
| t | 125 | 1.4% |
| A | 117 | 1.3% |
| Other values (8) | 274 | 3.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8984 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 1483 | |
| l | 1467 | |
| r | 1423 | |
| m | 1318 | |
| o | 1310 | |
| N | 1197 | |
| i | 145 | 1.6% |
| P | 125 | 1.4% |
| t | 125 | 1.4% |
| A | 117 | 1.3% |
| Other values (8) | 274 | 3.0% |
Sale_Price
Real number (ℝ)
HIGH CORRELATION
| Distinct | 662 |
|---|---|
| Distinct (%) | 45.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 180944.1 |
| Minimum | 34900 |
|---|---|
| Maximum | 755000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 34900 |
|---|---|
| 5-th percentile | 88000 |
| Q1 | 129950 |
| median | 163000 |
| Q3 | 214000 |
| 95-th percentile | 326200 |
| Maximum | 755000 |
| Range | 720100 |
| Interquartile range (IQR) | 84050 |
Descriptive statistics
| Standard deviation | 79464.918 |
|---|---|
| Coefficient of variation (CV) | 0.43916832 |
| Kurtosis | 6.5298819 |
| Mean | 180944.1 |
| Median Absolute Deviation (MAD) | 38000 |
| Skewness | 1.88176 |
| Sum | 2.6399745 × 108 |
| Variance | 6.3146732 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 140000 | 20 | 1.4% |
| 135000 | 17 | 1.2% |
| 155000 | 14 | 1.0% |
| 145000 | 14 | 1.0% |
| 190000 | 13 | 0.9% |
| 110000 | 13 | 0.9% |
| 160000 | 12 | 0.8% |
| 115000 | 12 | 0.8% |
| 130000 | 11 | 0.8% |
| 139000 | 11 | 0.8% |
| Other values (652) | 1322 |
| Value | Count | Frequency (%) |
| 34900 | 1 | |
| 35311 | 1 | |
| 37900 | 1 | |
| 39300 | 1 | |
| 40000 | 1 | |
| 52000 | 1 | |
| 52500 | 1 | |
| 55000 | 2 | |
| 55993 | 1 | |
| 58500 | 1 |
| Value | Count | Frequency (%) |
| 755000 | 1 | |
| 745000 | 1 | |
| 625000 | 1 | |
| 611657 | 1 | |
| 582933 | 1 | |
| 556581 | 1 | |
| 555000 | 1 | |
| 538000 | 1 | |
| 501837 | 1 | |
| 485000 | 1 |
| Air_Conditioning | Basement_Condition | Basement_Height | Bedroom_Above_Grade | Brick_Veneer_Area | BsmtFinSF1 | BsmtFinSF2 | BsmtFinType1 | BsmtFinType2 | BsmtUnfSF | Building_Class | Condition1 | Condition2 | Construction_Year | Electrical_System | Enclosed_Lobby_Area | Exposure_Level | Exterior1st | Exterior2nd | Exterior_Condition | Exterior_Material | Fireplaces | First_Floor_Area | Foundation_Type | Full_Bathroom_Above_Grade | Functional_Rate | Garage | Garage_Area | Garage_Built_Year | Garage_Condition | Garage_Finish_Year | Garage_Quality | Garage_Size | Grade_Living_Area | Half_Bathroom_Above_Grade | Heating_Quality | Heating_Type | House_Condition | House_Design | House_Type | Kitchen_Above_Grade | Kitchen_Quality | Land_Outline | Lot_Configuration | Lot_Size | LowQualFinSF | Miscellaneous_Value | Month_Sold | Neighborhood | Open_Lobby_Area | Overall_Material | Pavedd_Drive | Pool_Area | Property_Shape | Property_Slope | Remodel_Year | Road_Type | Roof_Design | Roof_Quality | Rooms_Above_Grade | Sale_Condition | Sale_Price | Sale_Type | Screen_Lobby_Area | Second_Floor_Area | Three_Season_Lobby_Area | Total_Basement_Area | Underground_Full_Bathroom | Underground_Half_Bathroom | Utility_Type | W_Deck_Area | Year_Sold | Zoning_Class | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Air_Conditioning | 1.000 | 0.236 | 0.224 | 0.030 | 0.176 | 0.187 | 0.058 | 0.198 | 0.029 | 0.010 | -0.107 | 0.040 | 0.068 | 0.341 | 0.421 | -0.017 | 0.093 | 0.349 | 0.330 | 0.200 | 0.278 | 0.196 | 0.161 | 0.365 | 0.103 | 0.089 | 0.231 | -0.014 | 0.149 | 0.238 | 0.267 | 0.186 | 0.283 | 0.104 | 0.130 | 0.379 | 0.461 | 0.099 | 0.233 | 0.289 | 0.244 | 0.343 | 0.128 | 0.063 | 0.106 | -0.049 | -0.009 | 0.015 | 0.383 | 0.012 | 0.248 | 0.336 | 0.018 | 0.108 | 0.000 | 0.275 | 0.040 | 0.055 | 0.000 | 0.044 | 0.113 | 0.313 | 0.128 | 0.039 | -0.020 | 0.034 | 0.216 | 0.106 | 0.016 | 0.000 | -0.024 | 0.000 | 0.297 |
| Basement_Condition | 0.236 | 1.000 | 0.192 | -0.010 | 0.064 | 0.061 | -0.033 | 0.100 | 0.053 | -0.023 | -0.029 | 0.036 | 0.000 | 0.086 | 0.421 | -0.049 | 0.055 | 0.087 | 0.071 | 0.208 | 0.152 | 0.020 | 0.012 | 0.137 | 0.144 | 0.219 | 0.097 | -0.031 | 0.025 | 0.188 | 0.108 | 0.235 | 0.099 | -0.022 | 0.040 | 0.087 | 0.060 | -0.009 | 0.084 | 0.038 | 0.061 | 0.117 | 0.061 | 0.029 | 0.001 | -0.043 | 0.013 | -0.031 | 0.118 | -0.022 | 0.015 | 0.137 | 0.020 | 0.045 | 0.135 | 0.007 | 0.000 | 0.051 | 0.040 | -0.018 | 0.064 | 0.032 | 0.085 | 0.008 | -0.040 | 0.037 | 0.030 | 0.075 | 0.060 | 0.000 | -0.028 | 0.053 | 0.092 |
| Basement_Height | 0.224 | 0.192 | 1.000 | 0.070 | -0.276 | -0.151 | 0.144 | 0.327 | 0.093 | -0.157 | -0.114 | 0.152 | 0.110 | -0.680 | 0.206 | -0.005 | 0.201 | 0.321 | 0.316 | 0.108 | 0.464 | 0.180 | -0.265 | 0.408 | 0.337 | 0.109 | 0.246 | -0.003 | -0.572 | 0.149 | 0.417 | 0.166 | 0.398 | -0.362 | 0.166 | 0.274 | 0.025 | 0.288 | 0.211 | 0.170 | 0.091 | 0.421 | 0.094 | 0.085 | -0.135 | 0.083 | 0.059 | -0.011 | 0.533 | 0.049 | -0.603 | 0.180 | -0.018 | 0.139 | 0.000 | -0.526 | 0.000 | 0.164 | 0.040 | -0.217 | 0.245 | -0.591 | 0.246 | 0.023 | -0.139 | -0.023 | -0.352 | 0.110 | 0.047 | 0.000 | -0.021 | 0.000 | 0.189 |
| Bedroom_Above_Grade | 0.030 | -0.010 | 0.070 | 1.000 | 0.112 | -0.084 | 0.009 | 0.103 | 0.000 | 0.158 | 0.069 | 0.060 | 0.000 | -0.035 | 0.081 | -0.010 | 0.100 | 0.082 | 0.067 | 0.000 | 0.171 | 0.107 | 0.141 | 0.086 | 0.448 | 0.016 | 0.131 | -0.036 | -0.061 | 0.000 | 0.109 | 0.041 | 0.134 | 0.543 | 0.250 | 0.021 | 0.061 | -0.004 | 0.242 | 0.302 | 0.233 | 0.131 | 0.110 | 0.000 | 0.338 | 0.021 | 0.013 | 0.051 | 0.206 | 0.001 | 0.122 | 0.098 | 0.072 | 0.033 | 0.100 | -0.054 | 0.000 | 0.140 | 0.101 | 0.668 | 0.105 | 0.235 | 0.057 | 0.034 | 0.511 | -0.019 | 0.059 | 0.255 | 0.030 | 0.000 | 0.008 | 0.021 | 0.165 |
| Brick_Veneer_Area | 0.176 | 0.064 | -0.276 | 0.112 | 1.000 | 0.244 | -0.061 | 0.096 | 0.000 | 0.075 | 0.024 | 0.000 | 0.103 | 0.404 | 0.000 | 0.032 | 0.098 | 0.000 | 0.026 | 0.000 | 0.240 | 0.154 | 0.352 | 0.075 | 0.179 | 0.026 | 0.070 | 0.016 | 0.244 | 0.000 | 0.198 | 0.000 | 0.199 | 0.323 | 0.137 | 0.035 | 0.000 | -0.180 | 0.046 | 0.000 | 0.000 | 0.187 | 0.025 | 0.036 | 0.177 | -0.107 | -0.051 | 0.018 | 0.182 | -0.001 | 0.414 | 0.075 | 0.004 | 0.070 | 0.000 | 0.236 | 0.000 | 0.105 | 0.142 | 0.263 | 0.056 | 0.423 | 0.037 | 0.037 | 0.063 | 0.040 | 0.361 | 0.025 | 0.000 | 0.170 | -0.006 | 0.039 | 0.061 |
| BsmtFinSF1 | 0.187 | 0.061 | -0.151 | -0.084 | 0.244 | 1.000 | 0.049 | 0.275 | 0.049 | -0.573 | -0.107 | 0.107 | 0.312 | 0.190 | 0.057 | -0.004 | 0.237 | 0.137 | 0.139 | 0.000 | 0.208 | 0.298 | 0.323 | 0.111 | 0.158 | 0.000 | 0.106 | 0.020 | 0.031 | 0.000 | 0.209 | 0.027 | 0.176 | 0.058 | 0.012 | 0.059 | 0.000 | -0.012 | 0.114 | 0.000 | 0.000 | 0.209 | 0.138 | 0.046 | 0.172 | -0.079 | 0.005 | -0.016 | 0.201 | 0.021 | 0.134 | 0.109 | 0.058 | 0.206 | 0.083 | 0.064 | 0.019 | 0.096 | 0.449 | -0.050 | 0.082 | 0.302 | 0.072 | 0.072 | -0.191 | 0.047 | 0.410 | 0.397 | 0.028 | 0.000 | 0.037 | 0.000 | 0.091 |
| BsmtFinSF2 | 0.058 | -0.033 | 0.144 | 0.009 | -0.061 | 0.049 | 1.000 | 0.191 | 0.469 | -0.270 | -0.082 | 0.000 | 0.040 | -0.111 | 0.000 | -0.018 | 0.065 | 0.071 | 0.062 | 0.000 | 0.043 | 0.080 | 0.067 | 0.069 | 0.035 | 0.109 | 0.035 | 0.013 | -0.161 | 0.000 | 0.023 | 0.000 | 0.000 | -0.051 | 0.019 | 0.000 | 0.000 | 0.101 | 0.000 | 0.000 | 0.000 | 0.039 | 0.048 | 0.000 | 0.072 | 0.002 | 0.031 | -0.026 | 0.124 | -0.016 | -0.116 | 0.000 | 0.068 | 0.057 | 0.141 | -0.125 | 0.048 | 0.135 | 0.154 | -0.059 | 0.000 | -0.038 | 0.087 | 0.059 | -0.100 | -0.016 | 0.069 | 0.088 | 0.090 | 0.184 | 0.020 | 0.025 | 0.000 |
| BsmtFinType1 | 0.198 | 0.100 | 0.327 | 0.103 | 0.096 | 0.275 | 0.191 | 1.000 | 0.214 | 0.475 | 0.082 | 0.044 | 0.022 | -0.058 | 0.105 | 0.034 | 0.204 | 0.210 | 0.216 | 0.066 | 0.290 | 0.114 | -0.104 | 0.289 | 0.223 | 0.090 | 0.145 | -0.002 | 0.079 | 0.069 | 0.259 | 0.065 | 0.210 | 0.116 | 0.043 | 0.199 | 0.049 | -0.107 | 0.154 | 0.104 | 0.069 | 0.274 | 0.085 | 0.058 | -0.050 | 0.090 | -0.052 | 0.038 | 0.306 | 0.003 | 0.048 | 0.182 | -0.040 | 0.059 | 0.049 | 0.033 | 0.000 | 0.050 | 0.046 | 0.161 | 0.097 | -0.091 | 0.101 | -0.046 | 0.193 | -0.057 | -0.177 | 0.344 | 0.086 | 0.000 | -0.016 | 0.000 | 0.130 |
| BsmtFinType2 | 0.029 | 0.053 | 0.093 | 0.000 | 0.000 | 0.049 | 0.469 | 0.214 | 1.000 | 0.272 | 0.075 | 0.016 | 0.025 | 0.113 | 0.000 | 0.018 | 0.082 | 0.126 | 0.103 | 0.000 | 0.090 | 0.037 | -0.058 | 0.108 | 0.046 | 0.078 | 0.038 | -0.018 | 0.161 | 0.031 | 0.034 | 0.023 | 0.045 | 0.054 | 0.032 | 0.075 | 0.000 | -0.108 | 0.053 | 0.022 | 0.000 | 0.050 | 0.000 | 0.000 | -0.067 | -0.004 | -0.037 | 0.031 | 0.156 | 0.013 | 0.120 | 0.023 | -0.068 | 0.057 | 0.080 | 0.126 | 0.107 | 0.073 | 0.111 | 0.060 | 0.003 | 0.042 | 0.060 | -0.055 | 0.094 | 0.012 | -0.060 | 0.078 | 0.093 | 0.120 | -0.029 | 0.000 | 0.037 |
| BsmtUnfSF | 0.010 | -0.023 | -0.157 | 0.158 | 0.075 | -0.573 | -0.270 | 0.475 | 0.272 | 1.000 | -0.119 | 0.016 | 0.062 | 0.139 | 0.038 | 0.005 | 0.111 | 0.094 | 0.101 | 0.026 | 0.252 | 0.087 | 0.224 | 0.170 | 0.186 | 0.046 | 0.095 | -0.013 | 0.180 | 0.038 | 0.159 | 0.078 | 0.179 | 0.253 | 0.122 | 0.098 | 0.000 | -0.128 | 0.150 | 0.122 | 0.062 | 0.192 | 0.064 | 0.012 | 0.078 | 0.020 | -0.045 | 0.037 | 0.191 | -0.017 | 0.272 | 0.095 | -0.037 | 0.039 | 0.054 | 0.176 | 0.000 | 0.091 | 0.000 | 0.261 | 0.131 | 0.185 | 0.092 | -0.013 | 0.059 | 0.013 | 0.330 | 0.264 | 0.055 | 0.000 | -0.024 | 0.042 | 0.072 |
| Building_Class | -0.107 | -0.029 | -0.114 | 0.069 | 0.024 | -0.107 | -0.082 | 0.082 | 0.075 | -0.119 | 1.000 | 0.103 | 0.103 | 0.036 | 0.119 | 0.043 | 0.197 | 0.188 | 0.210 | 0.115 | 0.244 | 0.193 | -0.278 | 0.263 | 0.249 | 0.076 | 0.224 | -0.019 | 0.082 | 0.044 | 0.342 | 0.072 | 0.243 | 0.203 | 0.513 | 0.168 | 0.105 | -0.071 | 0.617 | 0.851 | 0.476 | 0.226 | 0.084 | 0.062 | -0.270 | 0.076 | -0.033 | 0.018 | 0.422 | -0.027 | 0.107 | 0.176 | 0.033 | 0.138 | 0.000 | 0.006 | 0.103 | 0.117 | 0.039 | 0.166 | 0.150 | 0.007 | 0.086 | -0.022 | 0.487 | -0.036 | -0.318 | 0.209 | 0.086 | 0.000 | -0.016 | 0.000 | 0.264 |
| Condition1 | 0.040 | 0.036 | 0.152 | 0.060 | 0.000 | 0.107 | 0.000 | 0.044 | 0.016 | 0.016 | 0.103 | 1.000 | 0.210 | 0.212 | 0.040 | 0.013 | 0.071 | 0.072 | 0.079 | 0.019 | 0.125 | 0.048 | 0.066 | 0.080 | 0.062 | 0.000 | 0.073 | -0.004 | 0.128 | 0.000 | 0.144 | 0.000 | 0.062 | 0.078 | 0.087 | 0.157 | 0.000 | -0.042 | 0.085 | 0.076 | 0.067 | 0.083 | 0.000 | 0.148 | 0.088 | -0.057 | -0.019 | 0.017 | 0.185 | 0.006 | 0.161 | 0.103 | -0.020 | 0.105 | 0.000 | 0.172 | 0.165 | 0.081 | 0.077 | 0.064 | 0.000 | 0.187 | 0.034 | 0.019 | -0.000 | 0.057 | 0.092 | 0.000 | 0.000 | 0.000 | -0.017 | 0.000 | 0.071 |
| Condition2 | 0.068 | 0.000 | 0.110 | 0.000 | 0.103 | 0.312 | 0.040 | 0.022 | 0.025 | 0.062 | 0.103 | 0.210 | 1.000 | 0.078 | 0.000 | -0.016 | 0.000 | 0.022 | 0.000 | 0.284 | 0.137 | 0.000 | 0.057 | 0.035 | 0.106 | 0.000 | 0.094 | 0.033 | 0.021 | 0.000 | 0.027 | 0.163 | 0.000 | 0.027 | 0.199 | 0.069 | 0.000 | -0.014 | 0.122 | 0.144 | 0.122 | 0.090 | 0.059 | 0.092 | 0.047 | -0.101 | 0.002 | 0.002 | 0.009 | -0.025 | 0.037 | 0.058 | 0.000 | 0.000 | 0.000 | 0.042 | 0.000 | 0.311 | 0.000 | 0.033 | 0.000 | 0.062 | 0.000 | 0.002 | 0.002 | 0.001 | 0.074 | 0.000 | 0.000 | 0.000 | 0.044 | 0.000 | 0.059 |
| Construction_Year | 0.341 | 0.086 | -0.680 | -0.035 | 0.404 | 0.190 | -0.111 | -0.058 | 0.113 | 0.139 | 0.036 | 0.212 | 0.078 | 1.000 | 0.188 | -0.000 | 0.180 | 0.335 | 0.326 | 0.189 | 0.435 | 0.169 | 0.294 | 0.502 | 0.351 | 0.076 | 0.238 | 0.013 | 0.757 | 0.180 | 0.467 | 0.225 | 0.339 | 0.288 | 0.228 | 0.336 | 0.171 | -0.417 | 0.291 | 0.250 | 0.214 | 0.402 | 0.159 | 0.105 | 0.103 | -0.146 | -0.092 | 0.019 | 0.480 | -0.049 | 0.647 | 0.345 | 0.009 | 0.174 | 0.098 | 0.684 | 0.000 | 0.161 | 0.071 | 0.177 | 0.197 | 0.653 | 0.157 | -0.073 | 0.029 | 0.022 | 0.427 | 0.144 | 0.089 | 0.000 | 0.012 | 0.000 | 0.295 |
| Electrical_System | 0.421 | 0.421 | 0.206 | 0.081 | 0.000 | 0.057 | 0.000 | 0.105 | 0.000 | 0.038 | 0.119 | 0.040 | 0.000 | 0.188 | 1.000 | 0.021 | 0.066 | 0.204 | 0.180 | 0.128 | 0.138 | 0.085 | 0.123 | 0.182 | 0.116 | 0.219 | 0.092 | -0.010 | 0.246 | 0.227 | 0.175 | 0.337 | 0.127 | 0.142 | 0.082 | 0.144 | 0.132 | 0.045 | 0.109 | 0.081 | 0.107 | 0.202 | 0.052 | 0.007 | 0.078 | -0.035 | 0.032 | -0.004 | 0.180 | 0.022 | 0.248 | 0.193 | 0.021 | 0.112 | 0.000 | 0.327 | 0.000 | 0.000 | 0.000 | 0.100 | 0.159 | 0.296 | 0.000 | -0.000 | 0.046 | 0.000 | 0.159 | 0.055 | 0.000 | 0.085 | 0.043 | 0.000 | 0.103 |
| Enclosed_Lobby_Area | -0.017 | -0.049 | -0.005 | -0.010 | 0.032 | -0.004 | -0.018 | 0.034 | 0.018 | 0.005 | 0.043 | 0.013 | -0.016 | -0.000 | 0.021 | 1.000 | 0.000 | 0.014 | 0.046 | 0.000 | 0.022 | 0.014 | 0.009 | 0.076 | 0.035 | 0.000 | 0.000 | 0.006 | 0.001 | 0.000 | 0.000 | 0.000 | 0.000 | 0.008 | 0.044 | 0.000 | 0.000 | -0.040 | 0.034 | 0.044 | 0.030 | 0.000 | 0.036 | 0.059 | -0.018 | -0.014 | 0.019 | -0.026 | 0.011 | 0.016 | 0.026 | 0.000 | 0.007 | 0.036 | 0.010 | -0.012 | 0.000 | 0.000 | 0.000 | -0.009 | 0.063 | 0.021 | 0.058 | 0.051 | 0.001 | 0.004 | -0.007 | 0.000 | 0.000 | 0.000 | -0.050 | 0.036 | 0.000 |
| Exposure_Level | 0.093 | 0.055 | 0.201 | 0.100 | 0.098 | 0.237 | 0.065 | 0.204 | 0.082 | 0.111 | 0.197 | 0.071 | 0.000 | 0.180 | 0.066 | 0.000 | 1.000 | 0.123 | 0.142 | 0.000 | 0.159 | 0.132 | -0.240 | 0.135 | 0.097 | 0.039 | 0.131 | -0.007 | -0.234 | 0.057 | 0.179 | 0.049 | 0.159 | -0.072 | 0.062 | 0.087 | 0.000 | 0.076 | 0.227 | 0.068 | 0.050 | 0.140 | 0.192 | 0.068 | -0.179 | 0.070 | 0.028 | -0.018 | 0.270 | 0.008 | -0.236 | 0.069 | -0.046 | 0.104 | 0.223 | -0.223 | 0.091 | 0.131 | 0.144 | -0.021 | 0.095 | -0.292 | 0.109 | -0.007 | 0.133 | 0.008 | -0.278 | 0.205 | 0.048 | 0.000 | -0.005 | 0.034 | 0.073 |
| Exterior1st | 0.349 | 0.087 | 0.321 | 0.082 | 0.000 | 0.137 | 0.071 | 0.210 | 0.126 | 0.094 | 0.188 | 0.072 | 0.022 | 0.335 | 0.204 | 0.014 | 0.123 | 1.000 | 0.759 | 0.095 | 0.351 | 0.145 | -0.001 | 0.314 | 0.237 | 0.094 | 0.188 | 0.014 | 0.118 | 0.110 | 0.327 | 0.091 | 0.243 | 0.069 | 0.119 | 0.266 | 0.134 | -0.048 | 0.160 | 0.163 | 0.157 | 0.290 | 0.116 | 0.053 | 0.066 | 0.033 | -0.003 | 0.002 | 0.289 | 0.017 | 0.106 | 0.190 | -0.006 | 0.082 | 0.134 | 0.173 | 0.000 | 0.138 | 0.186 | 0.063 | 0.173 | 0.068 | 0.119 | -0.025 | 0.058 | -0.028 | 0.004 | 0.089 | 0.066 | 0.000 | 0.008 | 0.041 | 0.178 |
| Exterior2nd | 0.330 | 0.071 | 0.316 | 0.067 | 0.026 | 0.139 | 0.062 | 0.216 | 0.103 | 0.101 | 0.210 | 0.079 | 0.000 | 0.326 | 0.180 | 0.046 | 0.142 | 0.759 | 1.000 | 0.067 | 0.356 | 0.118 | -0.002 | 0.314 | 0.225 | 0.088 | 0.193 | -0.006 | 0.097 | 0.094 | 0.328 | 0.090 | 0.235 | 0.067 | 0.165 | 0.265 | 0.174 | -0.022 | 0.167 | 0.187 | 0.130 | 0.284 | 0.121 | 0.076 | 0.049 | 0.019 | -0.007 | -0.008 | 0.318 | 0.001 | 0.106 | 0.174 | -0.031 | 0.094 | 0.116 | 0.155 | 0.000 | 0.160 | 0.116 | 0.065 | 0.164 | 0.070 | 0.117 | -0.007 | 0.059 | -0.016 | 0.000 | 0.082 | 0.068 | 0.000 | -0.008 | 0.029 | 0.186 |
| Exterior_Condition | 0.200 | 0.208 | 0.108 | 0.000 | 0.000 | 0.000 | 0.000 | 0.066 | 0.000 | 0.026 | 0.115 | 0.019 | 0.284 | 0.189 | 0.128 | 0.000 | 0.000 | 0.095 | 0.067 | 1.000 | 0.182 | 0.034 | 0.060 | 0.123 | 0.075 | 0.164 | 0.000 | 0.061 | 0.153 | 0.068 | 0.115 | 0.123 | 0.129 | 0.062 | 0.051 | 0.062 | 0.046 | -0.227 | 0.103 | 0.110 | 0.000 | 0.178 | 0.000 | 0.000 | 0.033 | -0.049 | -0.019 | 0.020 | 0.153 | -0.006 | 0.129 | 0.154 | -0.033 | 0.000 | 0.000 | 0.078 | 0.000 | 0.092 | 0.000 | 0.033 | 0.051 | 0.128 | 0.090 | -0.014 | 0.003 | -0.000 | 0.128 | 0.000 | 0.059 | 0.000 | 0.015 | 0.011 | 0.079 |
| Exterior_Material | 0.278 | 0.152 | 0.464 | 0.171 | 0.240 | 0.208 | 0.043 | 0.290 | 0.090 | 0.252 | 0.244 | 0.125 | 0.137 | 0.435 | 0.138 | 0.022 | 0.159 | 0.351 | 0.356 | 0.182 | 1.000 | 0.186 | -0.307 | 0.372 | 0.318 | 0.127 | 0.235 | 0.035 | -0.576 | 0.048 | 0.396 | 0.041 | 0.362 | -0.417 | 0.151 | 0.324 | 0.042 | 0.264 | 0.176 | 0.176 | 0.088 | 0.547 | 0.134 | 0.015 | -0.131 | 0.016 | 0.048 | -0.041 | 0.486 | 0.034 | -0.672 | 0.193 | -0.031 | 0.112 | 0.094 | -0.587 | 0.321 | 0.146 | 0.066 | -0.277 | 0.236 | -0.634 | 0.260 | 0.031 | -0.163 | -0.045 | -0.393 | 0.070 | 0.043 | 0.000 | -0.043 | 0.039 | 0.239 |
| Fireplaces | 0.196 | 0.020 | 0.180 | 0.107 | 0.154 | 0.298 | 0.080 | 0.114 | 0.037 | 0.087 | 0.193 | 0.048 | 0.000 | 0.169 | 0.085 | 0.014 | 0.132 | 0.145 | 0.118 | 0.034 | 0.186 | 1.000 | 0.395 | 0.120 | 0.179 | 0.000 | 0.187 | -0.002 | 0.025 | 0.024 | 0.268 | 0.052 | 0.202 | 0.481 | 0.164 | 0.097 | 0.000 | -0.045 | 0.099 | 0.125 | 0.086 | 0.184 | 0.066 | 0.049 | 0.350 | -0.044 | -0.008 | 0.043 | 0.305 | 0.044 | 0.420 | 0.108 | 0.084 | 0.141 | 0.154 | 0.119 | 0.059 | 0.080 | 0.270 | 0.347 | 0.085 | 0.519 | 0.077 | 0.179 | 0.188 | 0.036 | 0.326 | 0.112 | 0.000 | 0.000 | 0.039 | 0.030 | 0.136 |
| First_Floor_Area | 0.161 | 0.012 | -0.265 | 0.141 | 0.352 | 0.323 | 0.067 | -0.104 | -0.058 | 0.224 | -0.278 | 0.066 | 0.057 | 0.294 | 0.123 | 0.009 | -0.240 | -0.001 | -0.002 | 0.060 | -0.307 | 0.395 | 1.000 | 0.088 | 0.258 | 0.033 | 0.129 | -0.009 | 0.165 | 0.000 | 0.252 | 0.026 | 0.238 | 0.495 | 0.122 | 0.094 | 0.000 | -0.167 | 0.160 | 0.184 | 0.041 | 0.251 | 0.096 | 0.057 | 0.444 | -0.039 | -0.033 | 0.054 | 0.241 | 0.026 | 0.409 | 0.104 | 0.071 | 0.207 | 0.000 | 0.241 | 0.000 | 0.151 | 0.394 | 0.362 | 0.123 | 0.576 | 0.088 | 0.108 | -0.276 | 0.060 | 0.829 | 0.191 | 0.000 | 0.000 | 0.035 | 0.009 | 0.160 |
| Foundation_Type | 0.365 | 0.137 | 0.408 | 0.086 | 0.075 | 0.111 | 0.069 | 0.289 | 0.108 | 0.170 | 0.263 | 0.080 | 0.035 | 0.502 | 0.182 | 0.076 | 0.135 | 0.314 | 0.314 | 0.123 | 0.372 | 0.120 | 0.088 | 1.000 | 0.284 | 0.101 | 0.219 | -0.027 | 0.572 | 0.132 | 0.378 | 0.200 | 0.269 | 0.289 | 0.164 | 0.293 | 0.216 | -0.369 | 0.216 | 0.188 | 0.167 | 0.343 | 0.100 | 0.042 | 0.051 | -0.068 | -0.059 | 0.001 | 0.417 | -0.053 | 0.482 | 0.236 | 0.001 | 0.116 | 0.050 | 0.501 | 0.044 | 0.092 | 0.000 | 0.195 | 0.158 | 0.492 | 0.150 | -0.082 | 0.120 | 0.026 | 0.240 | 0.103 | 0.067 | 0.000 | -0.004 | 0.033 | 0.224 |
| Full_Bathroom_Above_Grade | 0.103 | 0.144 | 0.337 | 0.448 | 0.179 | 0.158 | 0.035 | 0.223 | 0.046 | 0.186 | 0.249 | 0.062 | 0.106 | 0.351 | 0.116 | 0.035 | 0.097 | 0.237 | 0.225 | 0.075 | 0.318 | 0.179 | 0.258 | 0.284 | 1.000 | 0.116 | 0.247 | -0.039 | 0.463 | 0.052 | 0.328 | 0.056 | 0.328 | 0.658 | 0.231 | 0.199 | 0.000 | -0.262 | 0.236 | 0.105 | 0.112 | 0.277 | 0.111 | 0.041 | 0.236 | 0.000 | -0.049 | 0.067 | 0.369 | -0.016 | 0.576 | 0.099 | 0.042 | 0.102 | 0.124 | 0.431 | 0.022 | 0.139 | 0.106 | 0.559 | 0.183 | 0.636 | 0.132 | -0.037 | 0.384 | 0.037 | 0.329 | 0.264 | 0.164 | 0.000 | 0.023 | 0.000 | 0.175 |
| Functional_Rate | 0.089 | 0.219 | 0.109 | 0.016 | 0.026 | 0.000 | 0.109 | 0.090 | 0.078 | 0.046 | 0.076 | 0.000 | 0.000 | 0.076 | 0.219 | 0.000 | 0.039 | 0.094 | 0.088 | 0.164 | 0.127 | 0.000 | 0.033 | 0.101 | 0.116 | 1.000 | 0.154 | 0.036 | 0.148 | 0.060 | 0.089 | 0.117 | 0.049 | -0.073 | 0.038 | 0.008 | 0.058 | 0.056 | 0.027 | 0.050 | 0.000 | 0.101 | 0.069 | 0.000 | -0.040 | -0.043 | -0.099 | 0.023 | 0.095 | -0.033 | 0.176 | 0.073 | 0.019 | 0.067 | 0.112 | 0.100 | 0.000 | 0.125 | 0.142 | -0.044 | 0.011 | 0.134 | 0.000 | -0.039 | 0.007 | 0.014 | 0.037 | 0.000 | 0.000 | 0.000 | -0.007 | 0.048 | 0.000 |
| Garage | 0.231 | 0.097 | 0.246 | 0.131 | 0.070 | 0.106 | 0.035 | 0.145 | 0.038 | 0.095 | 0.224 | 0.073 | 0.094 | 0.238 | 0.092 | 0.000 | 0.131 | 0.188 | 0.193 | 0.000 | 0.235 | 0.187 | 0.129 | 0.219 | 0.247 | 0.154 | 1.000 | 0.014 | -0.333 | 0.144 | 0.411 | 0.137 | 0.217 | -0.175 | 0.204 | 0.149 | 0.110 | 0.158 | 0.186 | 0.128 | 0.126 | 0.194 | 0.101 | 0.044 | -0.212 | 0.096 | 0.019 | 0.016 | 0.256 | 0.007 | -0.289 | 0.146 | -0.027 | 0.129 | 0.113 | -0.234 | 0.232 | 0.055 | 0.000 | -0.111 | 0.107 | -0.369 | 0.074 | -0.009 | 0.120 | -0.054 | -0.372 | 0.094 | 0.000 | 0.219 | -0.045 | 0.000 | 0.189 |
| Garage_Area | -0.014 | -0.031 | -0.003 | -0.036 | 0.016 | 0.020 | 0.013 | -0.002 | -0.018 | -0.013 | -0.019 | -0.004 | 0.033 | 0.013 | -0.010 | 0.006 | -0.007 | 0.014 | -0.006 | 0.061 | 0.035 | -0.002 | -0.009 | -0.027 | -0.039 | 0.036 | 0.014 | 1.000 | -0.008 | 0.061 | 0.067 | 0.022 | 0.082 | -0.056 | 0.067 | 0.000 | 0.000 | -0.011 | 0.000 | 0.004 | 0.112 | 0.066 | 0.029 | 0.010 | 0.019 | -0.061 | -0.009 | 0.017 | 0.000 | 0.034 | 0.004 | 0.000 | 0.013 | 0.000 | 0.056 | 0.004 | 0.000 | 0.059 | 0.000 | -0.054 | 0.040 | -0.003 | 0.048 | 0.026 | -0.043 | 0.004 | 0.016 | 0.000 | 0.094 | 0.065 | -0.006 | 0.000 | 0.000 |
| Garage_Built_Year | 0.149 | 0.025 | -0.572 | -0.061 | 0.244 | 0.031 | -0.161 | 0.079 | 0.161 | 0.180 | 0.082 | 0.128 | 0.021 | 0.757 | 0.246 | 0.001 | -0.234 | 0.118 | 0.097 | 0.153 | -0.576 | 0.025 | 0.165 | 0.572 | 0.463 | 0.148 | -0.333 | -0.008 | 1.000 | 0.258 | 0.336 | 0.260 | 0.367 | 0.207 | 0.176 | 0.301 | 0.107 | -0.343 | 0.216 | 0.144 | 0.172 | 0.332 | 0.111 | 0.094 | -0.006 | 0.013 | -0.063 | 0.008 | 0.394 | -0.057 | 0.493 | 0.205 | -0.012 | 0.140 | 0.064 | 0.645 | 0.000 | 0.123 | 0.030 | 0.156 | 0.191 | 0.452 | 0.153 | -0.116 | 0.045 | 0.007 | 0.265 | 0.093 | 0.077 | 0.000 | 0.001 | 0.000 | 0.191 |
| Garage_Condition | 0.238 | 0.188 | 0.149 | 0.000 | 0.000 | 0.000 | 0.000 | 0.069 | 0.031 | 0.038 | 0.044 | 0.000 | 0.000 | 0.180 | 0.227 | 0.000 | 0.057 | 0.110 | 0.094 | 0.068 | 0.048 | 0.024 | 0.000 | 0.132 | 0.052 | 0.060 | 0.144 | 0.061 | 0.258 | 1.000 | 0.118 | 0.609 | 0.072 | 0.060 | 0.029 | 0.065 | 0.167 | -0.047 | 0.124 | 0.000 | 0.149 | 0.088 | 0.000 | 0.051 | 0.031 | -0.029 | -0.022 | -0.006 | 0.111 | -0.008 | 0.143 | 0.180 | -0.039 | 0.028 | 0.000 | 0.153 | 0.000 | 0.045 | 0.070 | 0.011 | 0.024 | 0.171 | 0.000 | 0.033 | -0.025 | -0.004 | 0.122 | 0.015 | 0.000 | 0.000 | -0.007 | 0.000 | 0.065 |
| Garage_Finish_Year | 0.267 | 0.108 | 0.417 | 0.109 | 0.198 | 0.209 | 0.023 | 0.259 | 0.034 | 0.159 | 0.342 | 0.144 | 0.027 | 0.467 | 0.175 | 0.000 | 0.179 | 0.327 | 0.328 | 0.115 | 0.396 | 0.268 | 0.252 | 0.378 | 0.328 | 0.089 | 0.411 | 0.067 | 0.336 | 0.118 | 1.000 | 0.133 | 0.364 | -0.379 | 0.187 | 0.292 | 0.081 | 0.226 | 0.243 | 0.201 | 0.131 | 0.364 | 0.125 | 0.046 | -0.209 | 0.087 | 0.019 | 0.006 | 0.486 | 0.009 | -0.557 | 0.179 | -0.031 | 0.175 | 0.000 | -0.472 | 0.000 | 0.114 | 0.021 | -0.264 | 0.196 | -0.618 | 0.188 | -0.022 | -0.118 | -0.044 | -0.368 | 0.118 | 0.004 | 0.018 | -0.031 | 0.000 | 0.231 |
| Garage_Quality | 0.186 | 0.235 | 0.166 | 0.041 | 0.000 | 0.027 | 0.000 | 0.065 | 0.023 | 0.078 | 0.072 | 0.000 | 0.163 | 0.225 | 0.337 | 0.000 | 0.049 | 0.091 | 0.090 | 0.123 | 0.041 | 0.052 | 0.026 | 0.200 | 0.056 | 0.117 | 0.137 | 0.022 | 0.260 | 0.609 | 0.133 | 1.000 | 0.096 | 0.018 | 0.000 | 0.060 | 0.114 | -0.103 | 0.142 | 0.053 | 0.055 | 0.090 | 0.000 | 0.010 | 0.038 | -0.021 | -0.046 | 0.009 | 0.155 | 0.000 | 0.095 | 0.141 | -0.030 | 0.062 | 0.000 | 0.124 | 0.000 | 0.000 | 0.102 | -0.001 | 0.004 | 0.138 | 0.000 | -0.009 | -0.057 | -0.022 | 0.100 | 0.032 | 0.000 | 0.000 | -0.020 | 0.027 | 0.097 |
| Garage_Size | 0.283 | 0.099 | 0.398 | 0.134 | 0.199 | 0.176 | 0.000 | 0.210 | 0.045 | 0.179 | 0.243 | 0.062 | 0.000 | 0.339 | 0.127 | 0.000 | 0.159 | 0.243 | 0.235 | 0.129 | 0.362 | 0.202 | 0.238 | 0.269 | 0.328 | 0.049 | 0.217 | 0.082 | 0.367 | 0.072 | 0.364 | 0.096 | 1.000 | 0.505 | 0.198 | 0.180 | 0.090 | -0.254 | 0.164 | 0.154 | 0.123 | 0.363 | 0.090 | 0.044 | 0.341 | -0.074 | -0.058 | 0.040 | 0.392 | -0.021 | 0.609 | 0.263 | 0.022 | 0.119 | 0.033 | 0.456 | 0.027 | 0.133 | 0.000 | 0.386 | 0.213 | 0.691 | 0.191 | 0.026 | 0.156 | 0.035 | 0.456 | 0.116 | 0.072 | 0.000 | -0.000 | 0.000 | 0.145 |
| Grade_Living_Area | 0.104 | -0.022 | -0.362 | 0.543 | 0.323 | 0.058 | -0.051 | 0.116 | 0.054 | 0.253 | 0.203 | 0.078 | 0.027 | 0.288 | 0.142 | 0.008 | -0.072 | 0.069 | 0.067 | 0.062 | -0.417 | 0.481 | 0.495 | 0.289 | 0.658 | -0.073 | -0.175 | -0.056 | 0.207 | 0.060 | -0.379 | 0.018 | 0.505 | 1.000 | 0.301 | 0.143 | 0.052 | -0.153 | 0.258 | 0.049 | 0.000 | 0.266 | 0.100 | 0.046 | 0.449 | 0.064 | -0.049 | 0.081 | 0.209 | -0.010 | 0.603 | 0.094 | 0.068 | 0.221 | 0.036 | 0.282 | 0.000 | 0.062 | 0.406 | 0.828 | 0.084 | 0.731 | 0.035 | 0.085 | 0.643 | 0.034 | 0.371 | 0.136 | 0.000 | 0.000 | 0.030 | 0.042 | 0.106 |
| Half_Bathroom_Above_Grade | 0.130 | 0.040 | 0.166 | 0.250 | 0.137 | 0.012 | 0.019 | 0.043 | 0.032 | 0.122 | 0.513 | 0.087 | 0.199 | 0.228 | 0.082 | 0.044 | 0.062 | 0.119 | 0.165 | 0.051 | 0.151 | 0.164 | 0.122 | 0.164 | 0.231 | 0.038 | 0.204 | 0.067 | 0.176 | 0.029 | 0.187 | 0.000 | 0.198 | 0.301 | 1.000 | 0.097 | 0.000 | -0.072 | 0.462 | 0.229 | 0.192 | 0.148 | 0.000 | 0.004 | 0.143 | -0.019 | -0.033 | -0.005 | 0.301 | -0.027 | 0.300 | 0.085 | 0.027 | 0.085 | 0.041 | 0.152 | 0.000 | 0.210 | 0.019 | 0.360 | 0.130 | 0.343 | 0.036 | 0.059 | 0.626 | -0.001 | -0.105 | 0.152 | 0.154 | 0.000 | 0.013 | 0.000 | 0.140 |
| Heating_Quality | 0.379 | 0.087 | 0.274 | 0.021 | 0.035 | 0.059 | 0.000 | 0.199 | 0.075 | 0.098 | 0.168 | 0.157 | 0.069 | 0.336 | 0.144 | 0.000 | 0.087 | 0.266 | 0.265 | 0.062 | 0.324 | 0.097 | 0.094 | 0.293 | 0.199 | 0.008 | 0.149 | 0.000 | 0.301 | 0.065 | 0.292 | 0.060 | 0.180 | 0.143 | 0.097 | 1.000 | 0.239 | 0.104 | 0.168 | 0.112 | 0.096 | 0.318 | 0.054 | 0.009 | -0.069 | 0.020 | 0.033 | -0.006 | 0.297 | 0.055 | -0.459 | 0.175 | 0.027 | 0.053 | 0.050 | -0.530 | 0.018 | 0.000 | 0.000 | -0.196 | 0.149 | -0.471 | 0.132 | 0.059 | -0.128 | -0.066 | -0.242 | 0.061 | 0.030 | 0.027 | -0.018 | 0.004 | 0.117 |
| Heating_Type | 0.461 | 0.060 | 0.025 | 0.061 | 0.000 | 0.000 | 0.000 | 0.049 | 0.000 | 0.000 | 0.105 | 0.000 | 0.000 | 0.171 | 0.132 | 0.000 | 0.000 | 0.134 | 0.174 | 0.046 | 0.042 | 0.000 | 0.000 | 0.216 | 0.000 | 0.058 | 0.110 | 0.000 | 0.107 | 0.167 | 0.081 | 0.114 | 0.090 | 0.052 | 0.000 | 0.239 | 1.000 | -0.062 | 0.141 | 0.107 | 0.089 | 0.155 | 0.000 | 0.000 | -0.003 | 0.017 | -0.002 | 0.002 | 0.054 | 0.002 | -0.079 | 0.147 | -0.010 | 0.025 | 0.000 | -0.136 | 0.000 | 0.000 | 0.000 | 0.011 | 0.000 | -0.106 | 0.064 | 0.026 | 0.054 | -0.018 | -0.069 | 0.000 | 0.000 | 0.000 | 0.042 | 0.028 | 0.055 |
| House_Condition | 0.099 | -0.009 | 0.288 | -0.004 | -0.180 | -0.012 | 0.101 | -0.107 | -0.108 | -0.128 | -0.071 | -0.042 | -0.014 | -0.417 | 0.045 | -0.040 | 0.076 | -0.048 | -0.022 | -0.227 | 0.264 | -0.045 | -0.167 | -0.369 | -0.262 | 0.056 | 0.158 | -0.011 | -0.343 | -0.047 | 0.226 | -0.103 | -0.254 | -0.153 | -0.072 | 0.104 | -0.062 | 1.000 | 0.122 | 0.127 | 0.073 | 0.246 | 0.101 | 0.000 | -0.047 | 0.040 | 0.087 | -0.007 | 0.223 | 0.011 | -0.177 | 0.186 | -0.006 | 0.059 | 0.188 | -0.041 | 0.068 | 0.044 | 0.000 | -0.105 | 0.116 | -0.129 | 0.104 | 0.075 | 0.002 | 0.032 | -0.218 | 0.000 | 0.102 | 0.000 | 0.038 | 0.049 | 0.161 |
| House_Design | 0.233 | 0.084 | 0.211 | 0.242 | 0.046 | 0.114 | 0.000 | 0.154 | 0.053 | 0.150 | 0.617 | 0.085 | 0.122 | 0.291 | 0.109 | 0.034 | 0.227 | 0.160 | 0.167 | 0.103 | 0.176 | 0.099 | 0.160 | 0.216 | 0.236 | 0.027 | 0.186 | 0.000 | 0.216 | 0.124 | 0.243 | 0.142 | 0.164 | 0.258 | 0.462 | 0.168 | 0.141 | 0.122 | 1.000 | 0.156 | 0.150 | 0.147 | 0.126 | 0.000 | 0.061 | -0.054 | -0.051 | 0.024 | 0.294 | -0.005 | 0.247 | 0.163 | 0.072 | 0.073 | 0.000 | 0.174 | 0.019 | 0.102 | 0.047 | 0.260 | 0.086 | 0.253 | 0.055 | -0.042 | 0.465 | -0.019 | -0.169 | 0.164 | 0.099 | 0.100 | -0.049 | 0.000 | 0.184 |
| House_Type | 0.289 | 0.038 | 0.170 | 0.302 | 0.000 | 0.000 | 0.000 | 0.104 | 0.022 | 0.122 | 0.851 | 0.076 | 0.144 | 0.250 | 0.081 | 0.044 | 0.068 | 0.163 | 0.187 | 0.110 | 0.176 | 0.125 | 0.184 | 0.188 | 0.105 | 0.050 | 0.128 | 0.004 | 0.144 | 0.000 | 0.201 | 0.053 | 0.154 | 0.049 | 0.229 | 0.112 | 0.107 | 0.127 | 0.156 | 1.000 | 0.488 | 0.150 | 0.069 | 0.069 | -0.426 | 0.008 | -0.040 | -0.033 | 0.419 | -0.025 | -0.006 | 0.147 | -0.031 | 0.085 | 0.026 | 0.046 | 0.112 | 0.048 | 0.027 | -0.163 | 0.153 | -0.120 | 0.098 | -0.037 | -0.063 | -0.026 | -0.063 | 0.160 | 0.065 | 0.000 | -0.003 | 0.000 | 0.188 |
| Kitchen_Above_Grade | 0.244 | 0.061 | 0.091 | 0.233 | 0.000 | 0.000 | 0.000 | 0.069 | 0.000 | 0.062 | 0.476 | 0.067 | 0.122 | 0.214 | 0.107 | 0.030 | 0.050 | 0.157 | 0.130 | 0.000 | 0.088 | 0.086 | 0.041 | 0.167 | 0.112 | 0.000 | 0.126 | 0.112 | 0.172 | 0.149 | 0.131 | 0.055 | 0.123 | 0.000 | 0.192 | 0.096 | 0.089 | 0.073 | 0.150 | 0.488 | 1.000 | 0.102 | 0.000 | 0.041 | -0.023 | -0.004 | 0.030 | 0.028 | 0.102 | 0.034 | -0.193 | 0.135 | -0.015 | 0.038 | 0.000 | -0.154 | 0.000 | 0.160 | 0.175 | 0.222 | 0.322 | -0.165 | 0.000 | -0.052 | 0.054 | -0.028 | -0.025 | 0.129 | 0.498 | 0.000 | -0.026 | 0.000 | 0.091 |
| Kitchen_Quality | 0.343 | 0.117 | 0.421 | 0.131 | 0.187 | 0.209 | 0.039 | 0.274 | 0.050 | 0.192 | 0.226 | 0.083 | 0.090 | 0.402 | 0.202 | 0.000 | 0.140 | 0.290 | 0.284 | 0.178 | 0.547 | 0.184 | 0.251 | 0.343 | 0.277 | 0.101 | 0.194 | 0.066 | 0.332 | 0.088 | 0.364 | 0.090 | 0.363 | 0.266 | 0.148 | 0.318 | 0.155 | 0.246 | 0.147 | 0.150 | 0.102 | 1.000 | 0.097 | 0.000 | -0.129 | 0.028 | 0.069 | -0.050 | 0.444 | 0.053 | -0.573 | 0.191 | -0.057 | 0.092 | 0.045 | -0.558 | 0.062 | 0.111 | 0.038 | -0.243 | 0.212 | -0.570 | 0.209 | 0.008 | -0.150 | -0.028 | -0.326 | 0.095 | 0.000 | 0.000 | -0.056 | 0.000 | 0.174 |
| Land_Outline | 0.128 | 0.061 | 0.094 | 0.110 | 0.025 | 0.138 | 0.048 | 0.085 | 0.000 | 0.064 | 0.084 | 0.000 | 0.059 | 0.159 | 0.052 | 0.036 | 0.192 | 0.116 | 0.121 | 0.000 | 0.134 | 0.066 | 0.096 | 0.100 | 0.111 | 0.069 | 0.101 | 0.029 | 0.111 | 0.000 | 0.125 | 0.000 | 0.090 | 0.100 | 0.000 | 0.054 | 0.000 | 0.101 | 0.126 | 0.069 | 0.000 | 0.097 | 1.000 | 0.060 | -0.081 | -0.046 | 0.006 | -0.030 | 0.360 | 0.002 | 0.018 | 0.116 | -0.011 | 0.126 | 0.457 | 0.063 | 0.114 | 0.141 | 0.181 | -0.017 | 0.107 | -0.010 | 0.030 | -0.008 | -0.022 | -0.060 | 0.014 | 0.105 | 0.027 | 0.000 | -0.046 | 0.000 | 0.102 |
| Lot_Configuration | 0.063 | 0.029 | 0.085 | 0.000 | 0.036 | 0.046 | 0.000 | 0.058 | 0.000 | 0.012 | 0.062 | 0.148 | 0.092 | 0.105 | 0.007 | 0.059 | 0.068 | 0.053 | 0.076 | 0.000 | 0.015 | 0.049 | 0.057 | 0.042 | 0.041 | 0.000 | 0.044 | 0.010 | 0.094 | 0.051 | 0.046 | 0.010 | 0.044 | 0.046 | 0.004 | 0.009 | 0.000 | 0.000 | 0.000 | 0.069 | 0.041 | 0.000 | 0.060 | 1.000 | -0.196 | -0.005 | -0.022 | 0.024 | 0.137 | 0.003 | -0.032 | 0.029 | -0.048 | 0.221 | 0.079 | 0.003 | 0.000 | 0.075 | 0.077 | -0.040 | 0.034 | -0.074 | 0.000 | 0.010 | -0.043 | -0.018 | -0.036 | 0.000 | 0.034 | 0.085 | -0.030 | 0.031 | 0.064 |
| Lot_Size | 0.106 | 0.001 | -0.135 | 0.338 | 0.177 | 0.172 | 0.072 | -0.050 | -0.067 | 0.078 | -0.270 | 0.088 | 0.047 | 0.103 | 0.078 | -0.018 | -0.179 | 0.066 | 0.049 | 0.033 | -0.131 | 0.350 | 0.444 | 0.051 | 0.236 | -0.040 | -0.212 | 0.019 | -0.006 | 0.031 | -0.209 | 0.038 | 0.341 | 0.449 | 0.143 | -0.069 | -0.003 | -0.047 | 0.061 | -0.426 | -0.023 | -0.129 | -0.081 | -0.196 | 1.000 | -0.020 | 0.059 | 0.006 | 0.162 | 0.006 | 0.234 | 0.030 | 0.084 | 0.266 | 0.449 | 0.075 | 0.290 | 0.112 | 0.252 | 0.406 | 0.000 | 0.457 | 0.000 | 0.092 | 0.120 | 0.062 | 0.366 | 0.211 | 0.000 | 0.000 | 0.024 | 0.000 | 0.000 |
| LowQualFinSF | -0.049 | -0.043 | 0.083 | 0.021 | -0.107 | -0.079 | 0.002 | 0.090 | -0.004 | 0.020 | 0.076 | -0.057 | -0.101 | -0.146 | -0.035 | -0.014 | 0.070 | 0.033 | 0.019 | -0.049 | 0.016 | -0.044 | -0.039 | -0.068 | 0.000 | -0.043 | 0.096 | -0.061 | 0.013 | -0.029 | 0.087 | -0.021 | -0.074 | 0.064 | -0.019 | 0.020 | 0.017 | 0.040 | -0.054 | 0.008 | -0.004 | 0.028 | -0.046 | -0.005 | -0.020 | 1.000 | 0.029 | -0.004 | 0.112 | -0.027 | -0.034 | 0.092 | 0.066 | 0.000 | 0.053 | -0.065 | 0.000 | 0.000 | 0.049 | 0.042 | 0.000 | -0.068 | 0.000 | -0.019 | 0.058 | 0.022 | -0.081 | 0.000 | 0.000 | 0.000 | -0.012 | 0.021 | 0.144 |
| Miscellaneous_Value | -0.009 | 0.013 | 0.059 | 0.013 | -0.051 | 0.005 | 0.031 | -0.052 | -0.037 | -0.045 | -0.033 | -0.019 | 0.002 | -0.092 | 0.032 | 0.019 | 0.028 | -0.003 | -0.007 | -0.019 | 0.048 | -0.008 | -0.033 | -0.059 | -0.049 | -0.099 | 0.019 | -0.009 | -0.063 | -0.022 | 0.019 | -0.046 | -0.058 | -0.049 | -0.033 | 0.033 | -0.002 | 0.087 | -0.051 | -0.040 | 0.030 | 0.069 | 0.006 | -0.022 | 0.059 | 0.029 | 1.000 | 0.011 | 0.000 | 0.038 | -0.088 | 0.089 | 0.042 | 0.000 | 0.000 | -0.091 | 0.000 | 0.351 | 0.000 | -0.022 | 0.000 | -0.063 | 0.000 | 0.015 | -0.005 | 0.005 | -0.061 | 0.000 | 0.000 | 0.000 | -0.005 | 0.021 | 0.000 |
| Month_Sold | 0.015 | -0.031 | -0.011 | 0.051 | 0.018 | -0.016 | -0.026 | 0.038 | 0.031 | 0.037 | 0.018 | 0.017 | 0.002 | 0.019 | -0.004 | -0.026 | -0.018 | 0.002 | -0.008 | 0.020 | -0.041 | 0.043 | 0.054 | 0.001 | 0.067 | 0.023 | 0.016 | 0.017 | 0.008 | -0.006 | 0.006 | 0.009 | 0.040 | 0.081 | -0.005 | -0.006 | 0.002 | -0.007 | 0.024 | -0.033 | 0.028 | -0.050 | -0.030 | 0.024 | 0.006 | -0.004 | 0.011 | 1.000 | 0.053 | -0.016 | 0.061 | 0.000 | -0.023 | 0.000 | 0.045 | 0.021 | 0.057 | 0.000 | 0.000 | 0.040 | 0.052 | 0.069 | 0.031 | 0.024 | 0.043 | 0.037 | 0.030 | 0.000 | 0.000 | 0.047 | 0.016 | 0.155 | 0.024 |
| Neighborhood | 0.383 | 0.118 | 0.533 | 0.206 | 0.182 | 0.201 | 0.124 | 0.306 | 0.156 | 0.191 | 0.422 | 0.185 | 0.009 | 0.480 | 0.180 | 0.011 | 0.270 | 0.289 | 0.318 | 0.153 | 0.486 | 0.305 | 0.241 | 0.417 | 0.369 | 0.095 | 0.256 | 0.000 | 0.394 | 0.111 | 0.486 | 0.155 | 0.392 | 0.209 | 0.301 | 0.297 | 0.054 | 0.223 | 0.294 | 0.419 | 0.102 | 0.444 | 0.360 | 0.137 | 0.162 | 0.112 | 0.000 | 0.053 | 1.000 | -0.046 | 0.172 | 0.310 | -0.009 | 0.244 | 0.315 | 0.102 | 0.199 | 0.186 | 0.095 | 0.091 | 0.220 | 0.166 | 0.169 | -0.010 | 0.022 | -0.034 | 0.143 | 0.190 | 0.145 | 0.096 | 0.004 | 0.000 | 0.641 |
| Open_Lobby_Area | 0.012 | -0.022 | 0.049 | 0.001 | -0.001 | 0.021 | -0.016 | 0.003 | 0.013 | -0.017 | -0.027 | 0.006 | -0.025 | -0.049 | 0.022 | 0.016 | 0.008 | 0.017 | 0.001 | -0.006 | 0.034 | 0.044 | 0.026 | -0.053 | -0.016 | -0.033 | 0.007 | 0.034 | -0.057 | -0.008 | 0.009 | 0.000 | -0.021 | -0.010 | -0.027 | 0.055 | 0.002 | 0.011 | -0.005 | -0.025 | 0.034 | 0.053 | 0.002 | 0.003 | 0.006 | -0.027 | 0.038 | -0.016 | -0.046 | 1.000 | -0.043 | 0.000 | 0.018 | 0.033 | 0.029 | -0.057 | 0.000 | 0.066 | 0.056 | 0.002 | 0.034 | -0.018 | 0.000 | 0.060 | -0.030 | -0.012 | -0.005 | 0.000 | 0.000 | 0.022 | -0.019 | 0.033 | 0.000 |
| Overall_Material | 0.248 | 0.015 | -0.603 | 0.122 | 0.414 | 0.134 | -0.116 | 0.048 | 0.120 | 0.272 | 0.107 | 0.161 | 0.037 | 0.647 | 0.248 | 0.026 | -0.236 | 0.106 | 0.106 | 0.129 | -0.672 | 0.420 | 0.409 | 0.482 | 0.576 | 0.176 | -0.289 | 0.004 | 0.493 | 0.143 | -0.557 | 0.095 | 0.609 | 0.603 | 0.300 | -0.459 | -0.079 | -0.177 | 0.247 | -0.006 | -0.193 | -0.573 | 0.018 | -0.032 | 0.234 | -0.034 | -0.088 | 0.061 | 0.172 | -0.043 | 1.000 | 0.176 | 0.057 | 0.116 | 0.152 | 0.557 | 0.073 | 0.117 | 0.099 | 0.428 | 0.152 | 0.810 | 0.162 | 0.046 | 0.289 | 0.033 | 0.461 | 0.066 | 0.062 | 0.000 | 0.033 | 0.000 | 0.190 |
| Pavedd_Drive | 0.336 | 0.137 | 0.180 | 0.098 | 0.075 | 0.109 | 0.000 | 0.182 | 0.023 | 0.095 | 0.176 | 0.103 | 0.058 | 0.345 | 0.193 | 0.000 | 0.069 | 0.190 | 0.174 | 0.154 | 0.193 | 0.108 | 0.104 | 0.236 | 0.099 | 0.073 | 0.146 | 0.000 | 0.205 | 0.180 | 0.179 | 0.141 | 0.263 | 0.094 | 0.085 | 0.175 | 0.147 | 0.186 | 0.163 | 0.147 | 0.135 | 0.191 | 0.116 | 0.029 | 0.030 | 0.092 | 0.089 | 0.000 | 0.310 | 0.000 | 0.176 | 1.000 | 0.021 | 0.076 | 0.000 | 0.181 | 0.000 | 0.117 | 0.000 | 0.004 | 0.106 | 0.281 | 0.070 | 0.044 | -0.054 | 0.019 | 0.230 | 0.086 | 0.016 | 0.000 | -0.038 | 0.000 | 0.218 |
| Pool_Area | 0.018 | 0.020 | -0.018 | 0.072 | 0.004 | 0.058 | 0.068 | -0.040 | -0.068 | -0.037 | 0.033 | -0.020 | 0.000 | 0.009 | 0.021 | 0.007 | -0.046 | -0.006 | -0.031 | -0.033 | -0.031 | 0.084 | 0.071 | 0.001 | 0.042 | 0.019 | -0.027 | 0.013 | -0.012 | -0.039 | -0.031 | -0.030 | 0.022 | 0.068 | 0.027 | 0.027 | -0.010 | -0.006 | 0.072 | -0.031 | -0.015 | -0.057 | -0.011 | -0.048 | 0.084 | 0.066 | 0.042 | -0.023 | -0.009 | 0.018 | 0.057 | 0.021 | 1.000 | 0.121 | 0.000 | 0.003 | 0.000 | 0.129 | 0.378 | 0.059 | 0.141 | 0.058 | 0.000 | 0.019 | 0.061 | -0.009 | 0.047 | 0.099 | 0.000 | 0.000 | -0.005 | 0.000 | 0.000 |
| Property_Shape | 0.108 | 0.045 | 0.139 | 0.033 | 0.070 | 0.206 | 0.057 | 0.059 | 0.057 | 0.039 | 0.138 | 0.105 | 0.000 | 0.174 | 0.112 | 0.036 | 0.104 | 0.082 | 0.094 | 0.000 | 0.112 | 0.141 | 0.207 | 0.116 | 0.102 | 0.067 | 0.129 | 0.000 | 0.140 | 0.028 | 0.175 | 0.062 | 0.119 | 0.221 | 0.085 | 0.053 | 0.025 | 0.059 | 0.073 | 0.085 | 0.038 | 0.092 | 0.126 | 0.221 | 0.266 | 0.000 | 0.000 | 0.000 | 0.244 | 0.033 | 0.116 | 0.076 | 0.121 | 1.000 | 0.119 | -0.131 | 0.034 | 0.035 | 0.186 | -0.119 | 0.002 | -0.306 | 0.000 | -0.047 | -0.047 | -0.036 | -0.183 | 0.095 | 0.045 | 0.000 | -0.044 | 0.000 | 0.152 |
| Property_Slope | 0.000 | 0.135 | 0.000 | 0.100 | 0.000 | 0.083 | 0.141 | 0.049 | 0.080 | 0.054 | 0.000 | 0.000 | 0.000 | 0.098 | 0.000 | 0.010 | 0.223 | 0.134 | 0.116 | 0.000 | 0.094 | 0.154 | 0.000 | 0.050 | 0.124 | 0.112 | 0.113 | 0.056 | 0.064 | 0.000 | 0.000 | 0.000 | 0.033 | 0.036 | 0.041 | 0.050 | 0.000 | 0.188 | 0.000 | 0.026 | 0.000 | 0.045 | 0.457 | 0.079 | 0.449 | 0.053 | 0.000 | 0.045 | 0.315 | 0.029 | 0.152 | 0.000 | 0.000 | 0.119 | 1.000 | -0.067 | 0.176 | 0.256 | 0.313 | -0.033 | 0.038 | 0.050 | 0.000 | 0.066 | -0.002 | 0.018 | 0.024 | 0.200 | 0.045 | 0.000 | 0.007 | 0.000 | 0.072 |
| Remodel_Year | 0.275 | 0.007 | -0.526 | -0.054 | 0.236 | 0.064 | -0.125 | 0.033 | 0.126 | 0.176 | 0.006 | 0.172 | 0.042 | 0.684 | 0.327 | -0.012 | -0.223 | 0.173 | 0.155 | 0.078 | -0.587 | 0.119 | 0.241 | 0.501 | 0.431 | 0.100 | -0.234 | 0.004 | 0.645 | 0.153 | -0.472 | 0.124 | 0.456 | 0.282 | 0.152 | -0.530 | -0.136 | -0.041 | 0.174 | 0.046 | -0.154 | -0.558 | 0.063 | 0.003 | 0.075 | -0.065 | -0.091 | 0.021 | 0.102 | -0.057 | 0.557 | 0.181 | 0.003 | -0.131 | -0.067 | 1.000 | 0.111 | 0.081 | 0.040 | 0.198 | 0.259 | 0.571 | 0.207 | -0.046 | 0.073 | 0.052 | 0.300 | 0.122 | 0.077 | 0.079 | 0.041 | 0.000 | 0.202 |
| Road_Type | 0.040 | 0.000 | 0.000 | 0.000 | 0.000 | 0.019 | 0.048 | 0.000 | 0.107 | 0.000 | 0.103 | 0.165 | 0.000 | 0.000 | 0.000 | 0.000 | 0.091 | 0.000 | 0.000 | 0.000 | 0.321 | 0.059 | 0.000 | 0.044 | 0.022 | 0.000 | 0.232 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.027 | 0.000 | 0.000 | 0.018 | 0.000 | 0.068 | 0.019 | 0.112 | 0.000 | 0.062 | 0.114 | 0.000 | 0.290 | 0.000 | 0.000 | 0.057 | 0.199 | 0.000 | 0.073 | 0.000 | 0.000 | 0.034 | 0.176 | 0.111 | 1.000 | 0.000 | 0.000 | 0.052 | 0.099 | 0.046 | 0.111 | -0.023 | 0.042 | 0.008 | 0.010 | 0.091 | 0.000 | 0.000 | -0.017 | 0.035 | 0.249 |
| Roof_Design | 0.055 | 0.051 | 0.164 | 0.140 | 0.105 | 0.096 | 0.135 | 0.050 | 0.073 | 0.091 | 0.117 | 0.081 | 0.311 | 0.161 | 0.000 | 0.000 | 0.131 | 0.138 | 0.160 | 0.092 | 0.146 | 0.080 | 0.151 | 0.092 | 0.139 | 0.125 | 0.055 | 0.059 | 0.123 | 0.045 | 0.114 | 0.000 | 0.133 | 0.062 | 0.210 | 0.000 | 0.000 | 0.044 | 0.102 | 0.048 | 0.160 | 0.111 | 0.141 | 0.075 | 0.112 | 0.000 | 0.351 | 0.000 | 0.186 | 0.066 | 0.117 | 0.117 | 0.129 | 0.035 | 0.256 | 0.081 | 0.000 | 1.000 | 0.458 | 0.116 | 0.088 | 0.140 | 0.000 | 0.063 | -0.096 | 0.018 | 0.225 | 0.125 | 0.127 | 0.000 | -0.000 | 0.000 | 0.073 |
| Roof_Quality | 0.000 | 0.040 | 0.040 | 0.101 | 0.142 | 0.449 | 0.154 | 0.046 | 0.111 | 0.000 | 0.039 | 0.077 | 0.000 | 0.071 | 0.000 | 0.000 | 0.144 | 0.186 | 0.116 | 0.000 | 0.066 | 0.270 | 0.394 | 0.000 | 0.106 | 0.142 | 0.000 | 0.000 | 0.030 | 0.070 | 0.021 | 0.102 | 0.000 | 0.406 | 0.019 | 0.000 | 0.000 | 0.000 | 0.047 | 0.027 | 0.175 | 0.038 | 0.181 | 0.077 | 0.252 | 0.049 | 0.000 | 0.000 | 0.095 | 0.056 | 0.099 | 0.000 | 0.378 | 0.186 | 0.313 | 0.040 | 0.000 | 0.458 | 1.000 | 0.015 | 0.057 | 0.075 | 0.000 | 0.090 | -0.012 | -0.052 | 0.040 | 0.166 | 0.139 | 0.000 | 0.053 | 0.000 | 0.000 |
| Rooms_Above_Grade | 0.044 | -0.018 | -0.217 | 0.668 | 0.263 | -0.050 | -0.059 | 0.161 | 0.060 | 0.261 | 0.166 | 0.064 | 0.033 | 0.177 | 0.100 | -0.009 | -0.021 | 0.063 | 0.065 | 0.033 | -0.277 | 0.347 | 0.362 | 0.195 | 0.559 | -0.044 | -0.111 | -0.054 | 0.156 | 0.011 | -0.264 | -0.001 | 0.386 | 0.828 | 0.360 | -0.196 | 0.011 | -0.105 | 0.260 | -0.163 | 0.222 | -0.243 | -0.017 | -0.040 | 0.406 | 0.042 | -0.022 | 0.040 | 0.091 | 0.002 | 0.428 | 0.004 | 0.059 | -0.119 | -0.033 | 0.198 | 0.052 | 0.116 | 0.015 | 1.000 | 0.086 | 0.533 | 0.047 | 0.032 | 0.587 | -0.003 | 0.234 | 0.063 | 0.000 | 0.000 | 0.021 | 0.000 | 0.175 |
| Sale_Condition | 0.113 | 0.064 | 0.245 | 0.105 | 0.056 | 0.082 | 0.000 | 0.097 | 0.003 | 0.131 | 0.150 | 0.000 | 0.000 | 0.197 | 0.159 | 0.063 | 0.095 | 0.173 | 0.164 | 0.051 | 0.236 | 0.085 | 0.123 | 0.158 | 0.183 | 0.011 | 0.107 | 0.040 | 0.191 | 0.024 | 0.196 | 0.004 | 0.213 | 0.084 | 0.130 | 0.149 | 0.000 | 0.116 | 0.086 | 0.153 | 0.322 | 0.212 | 0.107 | 0.034 | 0.000 | 0.000 | 0.000 | 0.052 | 0.220 | 0.034 | 0.152 | 0.106 | 0.141 | 0.002 | 0.038 | 0.259 | 0.099 | 0.088 | 0.057 | 0.086 | 1.000 | 0.320 | 0.471 | -0.020 | 0.028 | 0.027 | 0.184 | 0.207 | 0.254 | 0.076 | 0.045 | 0.080 | 0.136 |
| Sale_Price | 0.313 | 0.032 | -0.591 | 0.235 | 0.423 | 0.302 | -0.038 | -0.091 | 0.042 | 0.185 | 0.007 | 0.187 | 0.062 | 0.653 | 0.296 | 0.021 | -0.292 | 0.068 | 0.070 | 0.128 | -0.634 | 0.519 | 0.576 | 0.492 | 0.636 | 0.134 | -0.369 | -0.003 | 0.452 | 0.171 | -0.618 | 0.138 | 0.691 | 0.731 | 0.343 | -0.471 | -0.106 | -0.129 | 0.253 | -0.120 | -0.165 | -0.570 | -0.010 | -0.074 | 0.457 | -0.068 | -0.063 | 0.069 | 0.166 | -0.018 | 0.810 | 0.281 | 0.058 | -0.306 | 0.050 | 0.571 | 0.046 | 0.140 | 0.075 | 0.533 | 0.320 | 1.000 | 0.128 | 0.100 | 0.294 | 0.065 | 0.603 | 0.141 | 0.049 | 0.000 | 0.042 | 0.000 | 0.207 |
| Sale_Type | 0.128 | 0.085 | 0.246 | 0.057 | 0.037 | 0.072 | 0.087 | 0.101 | 0.060 | 0.092 | 0.086 | 0.034 | 0.000 | 0.157 | 0.000 | 0.058 | 0.109 | 0.119 | 0.117 | 0.090 | 0.260 | 0.077 | 0.088 | 0.150 | 0.132 | 0.000 | 0.074 | 0.048 | 0.153 | 0.000 | 0.188 | 0.000 | 0.191 | 0.035 | 0.036 | 0.132 | 0.064 | 0.104 | 0.055 | 0.098 | 0.000 | 0.209 | 0.030 | 0.000 | 0.000 | 0.000 | 0.000 | 0.031 | 0.169 | 0.000 | 0.162 | 0.070 | 0.000 | 0.000 | 0.000 | 0.207 | 0.111 | 0.000 | 0.000 | 0.047 | 0.471 | 0.128 | 1.000 | 0.023 | 0.038 | -0.028 | -0.183 | 0.115 | 0.007 | 0.131 | -0.034 | 0.085 | 0.151 |
| Screen_Lobby_Area | 0.039 | 0.008 | 0.023 | 0.034 | 0.037 | 0.072 | 0.059 | -0.046 | -0.055 | -0.013 | -0.022 | 0.019 | 0.002 | -0.073 | -0.000 | 0.051 | -0.007 | -0.025 | -0.007 | -0.014 | 0.031 | 0.179 | 0.108 | -0.082 | -0.037 | -0.039 | -0.009 | 0.026 | -0.116 | 0.033 | -0.022 | -0.009 | 0.026 | 0.085 | 0.059 | 0.059 | 0.026 | 0.075 | -0.042 | -0.037 | -0.052 | 0.008 | -0.008 | 0.010 | 0.092 | -0.019 | 0.015 | 0.024 | -0.010 | 0.060 | 0.046 | 0.044 | 0.019 | -0.047 | 0.066 | -0.046 | -0.023 | 0.063 | 0.090 | 0.032 | -0.020 | 0.100 | 0.023 | 1.000 | 0.012 | -0.038 | 0.089 | 0.000 | 0.000 | 0.214 | -0.009 | 0.000 | 0.000 |
| Second_Floor_Area | -0.020 | -0.040 | -0.139 | 0.511 | 0.063 | -0.191 | -0.100 | 0.193 | 0.094 | 0.059 | 0.487 | -0.000 | 0.002 | 0.029 | 0.046 | 0.001 | 0.133 | 0.058 | 0.059 | 0.003 | -0.163 | 0.188 | -0.276 | 0.120 | 0.384 | 0.007 | 0.120 | -0.043 | 0.045 | -0.025 | -0.118 | -0.057 | 0.156 | 0.643 | 0.626 | -0.128 | 0.054 | 0.002 | 0.465 | -0.063 | 0.054 | -0.150 | -0.022 | -0.043 | 0.120 | 0.058 | -0.005 | 0.043 | 0.022 | -0.030 | 0.289 | -0.054 | 0.061 | -0.047 | -0.002 | 0.073 | 0.042 | -0.096 | -0.012 | 0.587 | 0.028 | 0.294 | 0.038 | 0.012 | 1.000 | -0.023 | -0.286 | 0.125 | 0.000 | 0.000 | -0.000 | 0.055 | 0.159 |
| Three_Season_Lobby_Area | 0.034 | 0.037 | -0.023 | -0.019 | 0.040 | 0.047 | -0.016 | -0.057 | 0.012 | 0.013 | -0.036 | 0.057 | 0.001 | 0.022 | 0.000 | 0.004 | 0.008 | -0.028 | -0.016 | -0.000 | -0.045 | 0.036 | 0.060 | 0.026 | 0.037 | 0.014 | -0.054 | 0.004 | 0.007 | -0.004 | -0.044 | -0.022 | 0.035 | 0.034 | -0.001 | -0.066 | -0.018 | 0.032 | -0.019 | -0.026 | -0.028 | -0.028 | -0.060 | -0.018 | 0.062 | 0.022 | 0.005 | 0.037 | -0.034 | -0.012 | 0.033 | 0.019 | -0.009 | -0.036 | 0.018 | 0.052 | 0.008 | 0.018 | -0.052 | -0.003 | 0.027 | 0.065 | -0.028 | -0.038 | -0.023 | 1.000 | 0.049 | 0.000 | 0.058 | 0.000 | -0.016 | 0.000 | 0.000 |
| Total_Basement_Area | 0.216 | 0.030 | -0.352 | 0.059 | 0.361 | 0.410 | 0.069 | -0.177 | -0.060 | 0.330 | -0.318 | 0.092 | 0.074 | 0.427 | 0.159 | -0.007 | -0.278 | 0.004 | 0.000 | 0.128 | -0.393 | 0.326 | 0.829 | 0.240 | 0.329 | 0.037 | -0.372 | 0.016 | 0.265 | 0.122 | -0.368 | 0.100 | 0.456 | 0.371 | -0.105 | -0.242 | -0.069 | -0.218 | -0.169 | -0.063 | -0.025 | -0.326 | 0.014 | -0.036 | 0.366 | -0.081 | -0.061 | 0.030 | 0.143 | -0.005 | 0.461 | 0.230 | 0.047 | -0.183 | 0.024 | 0.300 | 0.010 | 0.225 | 0.040 | 0.234 | 0.184 | 0.603 | -0.183 | 0.089 | -0.286 | 0.049 | 1.000 | 0.204 | 0.000 | 0.000 | 0.031 | 0.000 | 0.119 |
| Underground_Full_Bathroom | 0.106 | 0.075 | 0.110 | 0.255 | 0.025 | 0.397 | 0.088 | 0.344 | 0.078 | 0.264 | 0.209 | 0.000 | 0.000 | 0.144 | 0.055 | 0.000 | 0.205 | 0.089 | 0.082 | 0.000 | 0.070 | 0.112 | 0.191 | 0.103 | 0.264 | 0.000 | 0.094 | 0.000 | 0.093 | 0.015 | 0.118 | 0.032 | 0.116 | 0.136 | 0.152 | 0.061 | 0.000 | 0.000 | 0.164 | 0.160 | 0.129 | 0.095 | 0.105 | 0.000 | 0.211 | 0.000 | 0.000 | 0.000 | 0.190 | 0.000 | 0.066 | 0.086 | 0.099 | 0.095 | 0.200 | 0.122 | 0.091 | 0.125 | 0.166 | 0.063 | 0.207 | 0.141 | 0.115 | 0.000 | 0.125 | 0.000 | 0.204 | 1.000 | 0.097 | 0.000 | 0.021 | 0.051 | 0.071 |
| Underground_Half_Bathroom | 0.016 | 0.060 | 0.047 | 0.030 | 0.000 | 0.028 | 0.090 | 0.086 | 0.093 | 0.055 | 0.086 | 0.000 | 0.000 | 0.089 | 0.000 | 0.000 | 0.048 | 0.066 | 0.068 | 0.059 | 0.043 | 0.000 | 0.000 | 0.067 | 0.164 | 0.000 | 0.000 | 0.094 | 0.077 | 0.000 | 0.004 | 0.000 | 0.072 | 0.000 | 0.154 | 0.030 | 0.000 | 0.102 | 0.099 | 0.065 | 0.498 | 0.000 | 0.027 | 0.034 | 0.000 | 0.000 | 0.000 | 0.000 | 0.145 | 0.000 | 0.062 | 0.016 | 0.000 | 0.045 | 0.045 | 0.077 | 0.000 | 0.127 | 0.139 | 0.000 | 0.254 | 0.049 | 0.007 | 0.000 | 0.000 | 0.058 | 0.000 | 0.097 | 1.000 | 0.102 | 0.001 | 0.024 | 0.020 |
| Utility_Type | 0.000 | 0.000 | 0.000 | 0.000 | 0.170 | 0.000 | 0.184 | 0.000 | 0.120 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.085 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.219 | 0.065 | 0.000 | 0.000 | 0.018 | 0.000 | 0.000 | 0.000 | 0.000 | 0.027 | 0.000 | 0.000 | 0.100 | 0.000 | 0.000 | 0.000 | 0.000 | 0.085 | 0.000 | 0.000 | 0.000 | 0.047 | 0.096 | 0.022 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.079 | 0.000 | 0.000 | 0.000 | 0.000 | 0.076 | 0.000 | 0.131 | 0.214 | 0.000 | 0.000 | 0.000 | 0.000 | 0.102 | 1.000 | -0.005 | 0.000 | 0.000 |
| W_Deck_Area | -0.024 | -0.028 | -0.021 | 0.008 | -0.006 | 0.037 | 0.020 | -0.016 | -0.029 | -0.024 | -0.016 | -0.017 | 0.044 | 0.012 | 0.043 | -0.050 | -0.005 | 0.008 | -0.008 | 0.015 | -0.043 | 0.039 | 0.035 | -0.004 | 0.023 | -0.007 | -0.045 | -0.006 | 0.001 | -0.007 | -0.031 | -0.020 | -0.000 | 0.030 | 0.013 | -0.018 | 0.042 | 0.038 | -0.049 | -0.003 | -0.026 | -0.056 | -0.046 | -0.030 | 0.024 | -0.012 | -0.005 | 0.016 | 0.004 | -0.019 | 0.033 | -0.038 | -0.005 | -0.044 | 0.007 | 0.041 | -0.017 | -0.000 | 0.053 | 0.021 | 0.045 | 0.042 | -0.034 | -0.009 | -0.000 | -0.016 | 0.031 | 0.021 | 0.001 | -0.005 | 1.000 | 0.000 | 0.000 |
| Year_Sold | 0.000 | 0.053 | 0.000 | 0.021 | 0.039 | 0.000 | 0.025 | 0.000 | 0.000 | 0.042 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.036 | 0.034 | 0.041 | 0.029 | 0.011 | 0.039 | 0.030 | 0.009 | 0.033 | 0.000 | 0.048 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.027 | 0.000 | 0.042 | 0.000 | 0.004 | 0.028 | 0.049 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.031 | 0.000 | 0.021 | 0.021 | 0.155 | 0.000 | 0.033 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.035 | 0.000 | 0.000 | 0.000 | 0.080 | 0.000 | 0.085 | 0.000 | 0.055 | 0.000 | 0.000 | 0.051 | 0.024 | 0.000 | 0.000 | 1.000 | 0.000 |
| Zoning_Class | 0.297 | 0.092 | 0.189 | 0.165 | 0.061 | 0.091 | 0.000 | 0.130 | 0.037 | 0.072 | 0.264 | 0.071 | 0.059 | 0.295 | 0.103 | 0.000 | 0.073 | 0.178 | 0.186 | 0.079 | 0.239 | 0.136 | 0.160 | 0.224 | 0.175 | 0.000 | 0.189 | 0.000 | 0.191 | 0.065 | 0.231 | 0.097 | 0.145 | 0.106 | 0.140 | 0.117 | 0.055 | 0.161 | 0.184 | 0.188 | 0.091 | 0.174 | 0.102 | 0.064 | 0.000 | 0.144 | 0.000 | 0.024 | 0.641 | 0.000 | 0.190 | 0.218 | 0.000 | 0.152 | 0.072 | 0.202 | 0.249 | 0.073 | 0.000 | 0.175 | 0.136 | 0.207 | 0.151 | 0.000 | 0.159 | 0.000 | 0.119 | 0.071 | 0.020 | 0.000 | 0.000 | 0.000 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| Building_Class | Zoning_Class | Lot_Size | Road_Type | Property_Shape | Land_Outline | Utility_Type | Lot_Configuration | Property_Slope | Neighborhood | Condition1 | Condition2 | House_Type | House_Design | Overall_Material | House_Condition | Construction_Year | Remodel_Year | Roof_Design | Roof_Quality | Exterior1st | Exterior2nd | Brick_Veneer_Area | Exterior_Material | Exterior_Condition | Foundation_Type | Basement_Height | Basement_Condition | Exposure_Level | BsmtFinType1 | BsmtFinSF1 | BsmtFinType2 | BsmtFinSF2 | BsmtUnfSF | Total_Basement_Area | Heating_Type | Heating_Quality | Air_Conditioning | Electrical_System | First_Floor_Area | Second_Floor_Area | LowQualFinSF | Grade_Living_Area | Underground_Full_Bathroom | Underground_Half_Bathroom | Full_Bathroom_Above_Grade | Half_Bathroom_Above_Grade | Bedroom_Above_Grade | Kitchen_Above_Grade | Kitchen_Quality | Rooms_Above_Grade | Functional_Rate | Fireplaces | Garage | Garage_Built_Year | Garage_Finish_Year | Garage_Size | Garage_Area | Garage_Quality | Garage_Condition | Pavedd_Drive | W_Deck_Area | Open_Lobby_Area | Enclosed_Lobby_Area | Three_Season_Lobby_Area | Screen_Lobby_Area | Pool_Area | Miscellaneous_Value | Month_Sold | Year_Sold | Sale_Type | Sale_Condition | Sale_Price | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 60 | RLD | 8450 | Paved | Reg | Lvl | AllPub | I | GS | CollgCr | Norm | Norm | 1Fam | 2Story | 7 | 5 | 2003 | 2003 | Gable | SS | VinylSd | VinylSd | 196.0 | Gd | TA | PC | Gd | TA | No | GLQ | 706 | Unf | 0 | 150 | 856 | GasA | Ex | Y | SBrkr | 856 | 854 | 0 | 1710 | 1 | 0 | 2 | 1 | 3 | 1 | Gd | 8 | TF | 0 | Attchd | 2003 | RFn | 2 | 1085.793744 | TA | TA | Y | 163.788080 | 69.596115 | 20.337934 | 0 | 0 | 0 | 0 | 2 | 2008 | WD | Normal | 208500 |
| 1 | 20 | RLD | 9600 | Paved | Reg | Lvl | AllPub | FR2P | GS | Veenker | Feedr | Norm | 1Fam | 1Story | 6 | 8 | 1976 | 1976 | Gable | SS | MetalSd | MetalSd | 0.0 | TA | TA | CB | Gd | TA | Gd | ALQ | 978 | Unf | 0 | 284 | 1262 | GasA | Ex | Y | SBrkr | 1262 | 0 | 0 | 1262 | 0 | 1 | 2 | 0 | 3 | 1 | TA | 6 | TF | 1 | Attchd | 1976 | RFn | 2 | 196.316304 | TA | TA | Y | 198.900074 | 74.716033 | 15.039392 | 0 | 0 | 0 | 0 | 5 | 2007 | WD | Normal | 181500 |
| 2 | 60 | RLD | 11250 | Paved | IR1 | Lvl | AllPub | I | GS | CollgCr | Norm | Norm | 1Fam | 2Story | 7 | 5 | 2001 | 2002 | Gable | SS | VinylSd | VinylSd | 162.0 | Gd | TA | PC | Gd | TA | Mn | GLQ | 486 | Unf | 0 | 434 | 920 | GasA | Ex | Y | SBrkr | 920 | 866 | 0 | 1786 | 1 | 0 | 2 | 1 | 3 | 1 | Gd | 6 | TF | 1 | Attchd | 2001 | RFn | 2 | 218.068403 | TA | TA | Y | 26.127533 | 32.085268 | -46.232198 | 0 | 0 | 0 | 0 | 9 | 2008 | WD | Normal | 223500 |
| 3 | 70 | RLD | 9550 | Paved | IR1 | Lvl | AllPub | C | GS | Crawfor | Norm | Norm | 1Fam | 2Story | 7 | 5 | 1915 | 1970 | Gable | SS | Wd Sdng | Wd Shng | 0.0 | TA | TA | BT | TA | Gd | No | ALQ | 216 | Unf | 0 | 540 | 756 | GasA | Gd | Y | SBrkr | 961 | 756 | 0 | 1717 | 1 | 0 | 1 | 0 | 3 | 1 | Gd | 7 | TF | 1 | Detchd | 1998 | Unf | 3 | 696.996439 | TA | TA | Y | 46.948018 | 40.181415 | 60.921821 | 0 | 0 | 0 | 0 | 2 | 2006 | WD | Abnorml | 140000 |
| 4 | 60 | RLD | 14260 | Paved | IR1 | Lvl | AllPub | FR2P | GS | NoRidge | Norm | Norm | 1Fam | 2Story | 8 | 5 | 2000 | 2000 | Gable | SS | VinylSd | VinylSd | 350.0 | Gd | TA | PC | Gd | TA | Av | GLQ | 655 | Unf | 0 | 490 | 1145 | GasA | Ex | Y | SBrkr | 1145 | 1053 | 0 | 2198 | 1 | 0 | 2 | 1 | 4 | 1 | Gd | 9 | TF | 1 | Attchd | 2000 | RFn | 3 | 568.859882 | TA | TA | Y | -10.626105 | 20.755323 | 21.788818 | 0 | 0 | 0 | 0 | 12 | 2008 | WD | Normal | 250000 |
| 5 | 50 | RLD | 14115 | Paved | IR1 | Lvl | AllPub | I | GS | Mitchel | Norm | Norm | 1Fam | 1.5Fin | 5 | 5 | 1993 | 1995 | Gable | SS | VinylSd | VinylSd | 0.0 | TA | TA | W | Gd | TA | No | GLQ | 732 | Unf | 0 | 64 | 796 | GasA | Ex | Y | SBrkr | 796 | 566 | 0 | 1362 | 1 | 0 | 1 | 1 | 1 | 1 | TA | 5 | TF | 0 | Attchd | 1993 | Unf | 2 | 703.481359 | TA | TA | Y | 0.621402 | 36.740335 | 70.350362 | 320 | 0 | 0 | 700 | 10 | 2009 | WD | Normal | 143000 |
| 6 | 20 | RLD | 10084 | Paved | Reg | Lvl | AllPub | I | GS | Somerst | Norm | Norm | 1Fam | 1Story | 8 | 5 | 2004 | 2005 | Gable | SS | VinylSd | VinylSd | 186.0 | Gd | TA | PC | Ex | TA | Av | GLQ | 1369 | Unf | 0 | 317 | 1686 | GasA | Ex | Y | SBrkr | 1694 | 0 | 0 | 1694 | 1 | 0 | 2 | 0 | 3 | 1 | Gd | 7 | TF | 1 | Attchd | 2004 | RFn | 2 | 555.415694 | TA | TA | Y | 39.047177 | 118.613457 | -7.064622 | 0 | 0 | 0 | 0 | 8 | 2007 | WD | Normal | 307000 |
| 7 | 60 | RLD | 10382 | Paved | IR1 | Lvl | AllPub | C | GS | NWAmes | PosN | Norm | 1Fam | 2Story | 7 | 6 | 1973 | 1973 | Gable | SS | HdBoard | HdBoard | 240.0 | TA | TA | CB | Gd | TA | Mn | ALQ | 859 | BLQ | 32 | 216 | 1107 | GasA | Ex | Y | SBrkr | 1107 | 983 | 0 | 2090 | 1 | 0 | 2 | 1 | 3 | 1 | TA | 7 | TF | 2 | Attchd | 1973 | RFn | 2 | 737.632993 | TA | TA | Y | 201.101046 | 150.621507 | 76.923944 | 0 | 0 | 0 | 350 | 11 | 2009 | WD | Normal | 200000 |
| 8 | 50 | RMD | 6120 | Paved | Reg | Lvl | AllPub | I | GS | OldTown | Artery | Norm | 1Fam | 1.5Fin | 7 | 5 | 1931 | 1950 | Gable | SS | BrkFace | Wd Shng | 0.0 | TA | TA | BT | TA | TA | No | Unf | 0 | Unf | 0 | 952 | 952 | GasA | Gd | Y | FuseF | 1022 | 752 | 0 | 1774 | 0 | 0 | 2 | 0 | 2 | 2 | TA | 8 | MD1 | 2 | Detchd | 1931 | Unf | 2 | 424.620043 | Fa | TA | Y | -24.044684 | 57.933986 | 78.563161 | 0 | 0 | 0 | 0 | 4 | 2008 | WD | Abnorml | 129900 |
| 9 | 190 | RLD | 7420 | Paved | Reg | Lvl | AllPub | C | GS | BrkSide | Artery | Artery | 2fmCon | 1.5Unf | 5 | 6 | 1939 | 1950 | Gable | SS | MetalSd | MetalSd | 0.0 | TA | TA | BT | TA | TA | No | GLQ | 851 | Unf | 0 | 140 | 991 | GasA | Ex | Y | SBrkr | 1077 | 0 | 0 | 1077 | 1 | 0 | 1 | 0 | 2 | 2 | TA | 5 | TF | 2 | Attchd | 1939 | RFn | 1 | 632.539240 | Gd | TA | Y | 31.123219 | 59.827696 | 57.757631 | 0 | 0 | 0 | 0 | 1 | 2008 | WD | Normal | 118000 |
| Building_Class | Zoning_Class | Lot_Size | Road_Type | Property_Shape | Land_Outline | Utility_Type | Lot_Configuration | Property_Slope | Neighborhood | Condition1 | Condition2 | House_Type | House_Design | Overall_Material | House_Condition | Construction_Year | Remodel_Year | Roof_Design | Roof_Quality | Exterior1st | Exterior2nd | Brick_Veneer_Area | Exterior_Material | Exterior_Condition | Foundation_Type | Basement_Height | Basement_Condition | Exposure_Level | BsmtFinType1 | BsmtFinSF1 | BsmtFinType2 | BsmtFinSF2 | BsmtUnfSF | Total_Basement_Area | Heating_Type | Heating_Quality | Air_Conditioning | Electrical_System | First_Floor_Area | Second_Floor_Area | LowQualFinSF | Grade_Living_Area | Underground_Full_Bathroom | Underground_Half_Bathroom | Full_Bathroom_Above_Grade | Half_Bathroom_Above_Grade | Bedroom_Above_Grade | Kitchen_Above_Grade | Kitchen_Quality | Rooms_Above_Grade | Functional_Rate | Fireplaces | Garage | Garage_Built_Year | Garage_Finish_Year | Garage_Size | Garage_Area | Garage_Quality | Garage_Condition | Pavedd_Drive | W_Deck_Area | Open_Lobby_Area | Enclosed_Lobby_Area | Three_Season_Lobby_Area | Screen_Lobby_Area | Pool_Area | Miscellaneous_Value | Month_Sold | Year_Sold | Sale_Type | Sale_Condition | Sale_Price | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1449 | 180 | RMD | 1533 | Paved | Reg | Lvl | AllPub | I | GS | MeadowV | Norm | Norm | Twnhs | SFoyer | 5 | 7 | 1970 | 1970 | Gable | SS | CemntBd | CmentBd | 0.0 | TA | TA | CB | Gd | TA | Av | GLQ | 553 | Unf | 0 | 77 | 630 | GasA | Ex | Y | SBrkr | 630 | 0 | 0 | 630 | 1 | 0 | 1 | 0 | 1 | 1 | Ex | 3 | TF | 0 | Attchd | 2005 | Unf | 0 | 349.820761 | TA | TA | Y | 168.315750 | -13.551088 | 4.360198 | 0 | 0 | 0 | 0 | 8 | 2006 | WD | Abnorml | 92000 |
| 1450 | 90 | RLD | 9000 | Paved | Reg | Lvl | AllPub | FR2P | GS | NAmes | Norm | Norm | Duplex | 2Story | 5 | 5 | 1974 | 1974 | Gable | SS | VinylSd | VinylSd | 0.0 | TA | TA | CB | Gd | TA | No | Unf | 0 | Unf | 0 | 896 | 896 | GasA | TA | Y | SBrkr | 896 | 896 | 0 | 1792 | 0 | 0 | 2 | 2 | 4 | 2 | TA | 8 | TF | 0 | Attchd | 2005 | Unf | 0 | 334.367666 | TA | TA | Y | 23.163353 | -35.044491 | -49.357801 | 0 | 0 | 0 | 0 | 9 | 2009 | WD | Normal | 136000 |
| 1451 | 20 | RLD | 9262 | Paved | Reg | Lvl | AllPub | I | GS | Somerst | Norm | Norm | 1Fam | 1Story | 8 | 5 | 2008 | 2009 | Gable | SS | CemntBd | CmentBd | 194.0 | Gd | TA | PC | Gd | TA | No | Unf | 0 | Unf | 0 | 1573 | 1573 | GasA | Ex | Y | SBrkr | 1578 | 0 | 0 | 1578 | 0 | 0 | 2 | 0 | 3 | 1 | Ex | 7 | TF | 1 | Attchd | 2008 | Fin | 3 | 763.660221 | TA | TA | Y | 20.020463 | -25.811734 | -20.252731 | 0 | 0 | 0 | 0 | 5 | 2009 | New | Partial | 287090 |
| 1452 | 180 | RMD | 3675 | Paved | Reg | Lvl | AllPub | I | GS | Edwards | Norm | Norm | TwnhsE | SLvl | 5 | 5 | 2005 | 2005 | Gable | SS | VinylSd | VinylSd | 80.0 | TA | TA | PC | Gd | TA | Gd | GLQ | 547 | Unf | 0 | 0 | 547 | GasA | Gd | Y | SBrkr | 1072 | 0 | 0 | 1072 | 1 | 0 | 1 | 0 | 2 | 1 | TA | 5 | TF | 0 | Basment | 2005 | Fin | 2 | 514.423635 | TA | TA | Y | 152.513499 | 6.812704 | -4.014572 | 0 | 0 | 0 | 0 | 5 | 2006 | WD | Normal | 145000 |
| 1453 | 20 | RLD | 17217 | Paved | Reg | Lvl | AllPub | I | GS | Mitchel | Norm | Norm | 1Fam | 1Story | 5 | 5 | 2006 | 2006 | Gable | SS | VinylSd | VinylSd | 0.0 | TA | TA | PC | Gd | TA | No | Unf | 0 | Unf | 0 | 1140 | 1140 | GasA | Ex | Y | SBrkr | 1140 | 0 | 0 | 1140 | 0 | 0 | 1 | 0 | 3 | 1 | TA | 6 | TF | 0 | Attchd | 2005 | Unf | 0 | 538.606473 | TA | TA | Y | 53.845287 | -5.819864 | 99.422640 | 0 | 0 | 0 | 0 | 7 | 2006 | WD | Abnorml | 84500 |
| 1454 | 20 | FVR | 7500 | Paved | Reg | Lvl | AllPub | I | GS | Somerst | Norm | Norm | 1Fam | 1Story | 7 | 5 | 2004 | 2005 | Gable | SS | VinylSd | VinylSd | 0.0 | Gd | TA | PC | Gd | TA | No | GLQ | 410 | Unf | 0 | 811 | 1221 | GasA | Ex | Y | SBrkr | 1221 | 0 | 0 | 1221 | 1 | 0 | 2 | 0 | 2 | 1 | Gd | 6 | TF | 0 | Attchd | 2004 | RFn | 2 | 689.060909 | TA | TA | Y | -9.973961 | -9.267967 | 126.676547 | 0 | 0 | 0 | 0 | 10 | 2009 | WD | Normal | 185000 |
| 1455 | 60 | RLD | 7917 | Paved | Reg | Lvl | AllPub | I | GS | Gilbert | Norm | Norm | 1Fam | 2Story | 6 | 5 | 1999 | 2000 | Gable | SS | VinylSd | VinylSd | 0.0 | TA | TA | PC | Gd | TA | No | Unf | 0 | Unf | 0 | 953 | 953 | GasA | Ex | Y | SBrkr | 953 | 694 | 0 | 1647 | 0 | 0 | 2 | 1 | 3 | 1 | TA | 7 | TF | 1 | Attchd | 1999 | RFn | 2 | 644.100240 | TA | TA | Y | -80.348891 | 113.043436 | 125.521880 | 0 | 0 | 0 | 0 | 8 | 2007 | WD | Normal | 175000 |
| 1456 | 20 | RLD | 13175 | Paved | Reg | Lvl | AllPub | I | GS | NWAmes | Norm | Norm | 1Fam | 1Story | 6 | 6 | 1978 | 1988 | Gable | SS | Plywood | Plywood | 119.0 | TA | TA | CB | Gd | TA | No | ALQ | 790 | Rec | 163 | 589 | 1542 | GasA | TA | Y | SBrkr | 2073 | 0 | 0 | 2073 | 1 | 0 | 2 | 0 | 3 | 1 | TA | 7 | MD1 | 2 | Attchd | 1978 | Unf | 2 | 180.864203 | TA | TA | Y | 36.180338 | 221.514480 | 148.266666 | 0 | 0 | 0 | 0 | 2 | 2010 | WD | Normal | 210000 |
| 1457 | 70 | RLD | 9042 | Paved | Reg | Lvl | AllPub | I | GS | Crawfor | Norm | Norm | 1Fam | 2Story | 7 | 9 | 1941 | 2006 | Gable | SS | CemntBd | CmentBd | 0.0 | Ex | Gd | S | TA | Gd | No | GLQ | 275 | Unf | 0 | 877 | 1152 | GasA | Ex | Y | SBrkr | 1188 | 1152 | 0 | 2340 | 0 | 0 | 2 | 0 | 4 | 1 | Gd | 9 | TF | 2 | Attchd | 1941 | RFn | 1 | 439.363996 | TA | TA | Y | 88.568242 | 110.888690 | 54.320896 | 0 | 0 | 0 | 2500 | 5 | 2010 | WD | Normal | 266500 |
| 1458 | 20 | RLD | 9717 | Paved | Reg | Lvl | AllPub | I | GS | NAmes | Norm | Norm | 1Fam | 1Story | 5 | 6 | 1950 | 1996 | Hip | SS | MetalSd | MetalSd | 0.0 | TA | TA | CB | TA | TA | Mn | GLQ | 49 | Rec | 1029 | 0 | 1078 | GasA | Gd | Y | FuseA | 1078 | 0 | 0 | 1078 | 1 | 0 | 1 | 0 | 2 | 1 | Gd | 5 | TF | 0 | Attchd | 1950 | Unf | 1 | 603.143692 | TA | TA | Y | 144.036562 | -33.654857 | 19.498763 | 0 | 0 | 0 | 0 | 4 | 2010 | WD | Normal | 142125 |